{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from sklearn.model_selection import train_test_split\n",
    "import jieba\n",
    "import re\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train=pd.read_csv('./data/train.csv')\n",
    "test=pd.read_csv('./data/test_dataset.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 文本特征预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def seg_words(text):\n",
    "    #去掉不在(所有中文、大小写字母、数字)中的非法字符\n",
    "    regex = re.compile(r'[^\\u4e00-\\u9fa5A-Za-z0-9]')\n",
    "    text = regex.sub(' ', text) # 将非法字符用‘ ’替代\n",
    "    text = text.strip() # 去掉前后的空格\n",
    "    word_list = jieba.cut(text, cut_all= False)\n",
    "    return word_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ASUS\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.707 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>content_seg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>抖音又出事了！情侣“马桶门”视频曝光，完全没有底线…</td>\n",
       "      <td>抖音 又 出事 了   情侣   马桶 门   视频 曝光   完全 没有 底线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>不用怀疑，鼓吹深夜撸串安全的都是坏逼</td>\n",
       "      <td>不用 怀疑   鼓吹 深夜 撸 串 安全 的 都 是 坏 逼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>快看！2017年度菏泽市物业信用等级评价出炉！你家小区物业排第几？</td>\n",
       "      <td>快 看   2017 年度 菏泽市 物业 信用等级 评价 出炉   你家 小区 物业 排 第几</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>港珠澳大桥的疏忽，必须赶快研究解决</td>\n",
       "      <td>港珠澳 大桥 的 疏忽   必须 赶快 研究 解决</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>【曝光】宣恩工商：富迪、牛樟芝等三家公司销售涉嫌非法传销！</td>\n",
       "      <td>曝光   宣恩 工商   富迪   牛樟芝 等 三家 公司 销售 涉嫌 非法传销</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             content  \\\n",
       "0         抖音又出事了！情侣“马桶门”视频曝光，完全没有底线…   \n",
       "1                 不用怀疑，鼓吹深夜撸串安全的都是坏逼   \n",
       "2  快看！2017年度菏泽市物业信用等级评价出炉！你家小区物业排第几？   \n",
       "3                  港珠澳大桥的疏忽，必须赶快研究解决   \n",
       "4      【曝光】宣恩工商：富迪、牛樟芝等三家公司销售涉嫌非法传销！   \n",
       "\n",
       "                                       content_seg  \n",
       "0         抖音 又 出事 了   情侣   马桶 门   视频 曝光   完全 没有 底线  \n",
       "1                   不用 怀疑   鼓吹 深夜 撸 串 安全 的 都 是 坏 逼  \n",
       "2  快 看   2017 年度 菏泽市 物业 信用等级 评价 出炉   你家 小区 物业 排 第几  \n",
       "3                        港珠澳 大桥 的 疏忽   必须 赶快 研究 解决  \n",
       "4         曝光   宣恩 工商   富迪   牛樟芝 等 三家 公司 销售 涉嫌 非法传销  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将 content 分词\n",
    "train['content_seg'] = train['content'].apply(lambda x: \" \".join(seg_words(str(x))))\n",
    "test['content_seg'] = test['content'].apply(lambda x:\" \".join(seg_words(str(x))))\n",
    "train[['content', 'content_seg']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Ofiicial Account Name</th>\n",
       "      <th>content</th>\n",
       "      <th>News Url</th>\n",
       "      <th>picture_lists</th>\n",
       "      <th>comment_all</th>\n",
       "      <th>label</th>\n",
       "      <th>comment_2c</th>\n",
       "      <th>ncw_label</th>\n",
       "      <th>fake_label</th>\n",
       "      <th>real_label</th>\n",
       "      <th>content_seg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4857</td>\n",
       "      <td>老兵健康俱乐部</td>\n",
       "      <td>中央啊，快下命令把这些娘炮们给灭了吧！</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MzQ0NjcyOQ...</td>\n",
       "      <td>4857.png</td>\n",
       "      <td>辱骂别的明星</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>中央 啊   快 下 命令 把 这些 娘炮们 给 灭 了 吧</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7956</td>\n",
       "      <td>一条爆料</td>\n",
       "      <td>终于被喊停了！严禁公安民警参与拆迁行动</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzI4NDc4NDA4OA...</td>\n",
       "      <td>7956.png</td>\n",
       "      <td>假的</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>终于 被 喊停 了   严禁 公安民警 参与 拆迁 行动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4773</td>\n",
       "      <td>台州19楼</td>\n",
       "      <td>办了这家健身房的卡，离试营业只有10天居然还是半毛坯状态</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MjM5MDY1NjU0MA...</td>\n",
       "      <td>4773.png</td>\n",
       "      <td>虚假信息</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>办 了 这家 健身房 的 卡   离 试营业 只有 10 天 居然 还是 半 毛坯 状态</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9418</td>\n",
       "      <td>一块儿去旅行</td>\n",
       "      <td>古天乐为了等她47岁至今未娶，终于公布恋情，婚纱照超养眼！</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzI4NzQyOTk3MA...</td>\n",
       "      <td>9418.png</td>\n",
       "      <td>假消息</td>\n",
       "      <td>1</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>古天乐 为了 等 她 47 岁 至今 未娶   终于 公布 恋情   婚纱照 超 养眼</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2308</td>\n",
       "      <td>小众文摘</td>\n",
       "      <td>崔永元手撕澎湃新闻，爆食盐大问题！</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzI5MjIwMTI2Ng...</td>\n",
       "      <td>2308.png</td>\n",
       "      <td>辟谣过多次的谣言，仍然传播，应该给封禁了</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>崔永元 手 撕 澎湃 新闻   爆 食盐 大 问题</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id Ofiicial Account Name                        content  \\\n",
       "0  4857               老兵健康俱乐部            中央啊，快下命令把这些娘炮们给灭了吧！   \n",
       "1  7956                  一条爆料            终于被喊停了！严禁公安民警参与拆迁行动   \n",
       "2  4773                 台州19楼   办了这家健身房的卡，离试营业只有10天居然还是半毛坯状态   \n",
       "3  9418                一块儿去旅行  古天乐为了等她47岁至今未娶，终于公布恋情，婚纱照超养眼！   \n",
       "4  2308                  小众文摘              崔永元手撕澎湃新闻，爆食盐大问题！   \n",
       "\n",
       "                                            News Url picture_lists  \\\n",
       "0  http://mp.weixin.qq.com/s?__biz=MzA3MzQ0NjcyOQ...      4857.png   \n",
       "1  http://mp.weixin.qq.com/s?__biz=MzI4NDc4NDA4OA...      7956.png   \n",
       "2  http://mp.weixin.qq.com/s?__biz=MjM5MDY1NjU0MA...      4773.png   \n",
       "3  http://mp.weixin.qq.com/s?__biz=MzI4NzQyOTk3MA...      9418.png   \n",
       "4  http://mp.weixin.qq.com/s?__biz=MzI5MjIwMTI2Ng...      2308.png   \n",
       "\n",
       "            comment_all  label comment_2c  ncw_label  fake_label  real_label  \\\n",
       "0                辱骂别的明星      0          一          0           0           1   \n",
       "1                    假的      0          一          0           0           1   \n",
       "2                  虚假信息      0          一          0           0           1   \n",
       "3                   假消息      1          一          0           1           0   \n",
       "4  辟谣过多次的谣言，仍然传播，应该给封禁了      0          一          0           0           1   \n",
       "\n",
       "                                    content_seg  \n",
       "0                中央 啊   快 下 命令 把 这些 娘炮们 给 灭 了 吧  \n",
       "1                  终于 被 喊停 了   严禁 公安民警 参与 拆迁 行动  \n",
       "2  办 了 这家 健身房 的 卡   离 试营业 只有 10 天 居然 还是 半 毛坯 状态  \n",
       "3   古天乐 为了 等 她 47 岁 至今 未娶   终于 公布 恋情   婚纱照 超 养眼  \n",
       "4                     崔永元 手 撕 澎湃 新闻   爆 食盐 大 问题  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这里是训练集和测试集都要做处理\n",
    "\n",
    "train[\"content_comment_2c_seg\"] = (\n",
    "    train[\"content\"].astype(str) + train[\"comment_2c\"].astype(str)\n",
    ").apply(lambda x: \" \".join(seg_words(str(x))))\n",
    "\n",
    "train[\"content_comment_all_seg\"] = (\n",
    "    train[\"content\"].astype(str) + train[\"comment_all\"].astype(str)\n",
    ").apply(lambda x: \" \".join(seg_words(str(x))))\n",
    "\n",
    "test[\"content_comment_2c_seg\"] = (\n",
    "    test[\"content\"].astype(str) + test[\"comment_2c\"].astype(str)\n",
    ").apply(\n",
    "    lambda x: \" \".join(seg_words(str(x)))\n",
    ")  # 变量名和train不一样\n",
    "test[\"content_comment_all_seg\"] = (\n",
    "    test[\"content\"].astype(str) + test[\"comment_all\"].astype(str)\n",
    ").apply(lambda x: \" \".join(seg_words(str(x))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(train_seg, test_seg, num_words = 10000):\n",
    "    '''\n",
    "        train_seg\n",
    "    '''\n",
    "    maxlen = train_seg.apply(lambda x:len(x)).max() # 最长有多少词\n",
    "    tokenizer = tf.keras.preprocessing.text.Tokenizer(num_words= num_words)#tokenizer分词器类\n",
    "    tokenizer.fit_on_texts(train_seg) # 词条化，生成文本词典\n",
    "    sequences_train = tokenizer.texts_to_sequences(train_seg) #把句子转化为单词序列，这里已经编码了\n",
    "    train_sequence_pad = tf.keras.preprocessing.sequence.pad_sequences(sequences_train, maxlen= maxlen, value = 0.0)\n",
    "    #补齐，因为keras只能输入等长序列\n",
    "    #按照最大的长度进行补齐\n",
    "    word_index = tokenizer.word_index # word_index: 字典，将单词（字符串）映射为它们的排名或者索引。仅在调用fit_on_texts之后设置。\n",
    "   # word_index_inversed = {v:k for k,v in word_index.items()}\n",
    "    print('train_sequence_pad shape:',train_sequence_pad.shape)\n",
    "    # 处理test\n",
    "    sequences_test = tokenizer.texts_to_sequences(test_seg)\n",
    "    test_sequence_pad = tf.keras.preprocessing.sequence.pad_sequences(sequences_test, maxlen= maxlen, value = 0.0)\n",
    "    print('test_sequence_pad shape:',test_sequence_pad.shape)\n",
    "    return train_sequence_pad, test_sequence_pad, word_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_sequence_pad shape: (8469, 102)\n",
      "test_sequence_pad shape: (2118, 102)\n"
     ]
    }
   ],
   "source": [
    "# 处理content\n",
    "(\n",
    "    train_content_sequence_pad,\n",
    "    test_content_sequence_pad,\n",
    "    word_index_cotent,\n",
    ") = preprocess(train_seg=train[\"content_seg\"], test_seg=test[\"content_seg\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_sequence_pad shape: (8469, 104)\n",
      "test_sequence_pad shape: (2118, 104)\n"
     ]
    }
   ],
   "source": [
    "# 处理content + comment_2c\n",
    "(\n",
    "    train_content_comment_2c_sequence_pad,\n",
    "    test_content_comment_2c_sequence_pad,\n",
    "    word_index_with_comment_2c,\n",
    ") = preprocess(\n",
    "    train_seg=train[\"content_comment_2c_seg\"], test_seg=test[\"content_comment_2c_seg\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_sequence_pad shape: (8469, 51572)\n",
      "test_sequence_pad shape: (2118, 51572)\n"
     ]
    }
   ],
   "source": [
    "# 处理content + comment_all\n",
    "(\n",
    "    train_content_comment_all_sequence_pad,\n",
    "    test_content__comment_all_sequence_pad,\n",
    "    word_index_with_comment_all,\n",
    ") = preprocess(\n",
    "    train_seg=train[\"content_comment_all_seg\"], test_seg=test[\"content_comment_all_seg\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'的': 1,\n",
       " '了': 2,\n",
       " '被': 3,\n",
       " '是': 4,\n",
       " '人': 5,\n",
       " '你': 6,\n",
       " '岁': 7,\n",
       " '中国': 8,\n",
       " '在': 9,\n",
       " '都': 10,\n",
       " '将': 11,\n",
       " '不': 12,\n",
       " '网友': 13,\n",
       " '她': 14,\n",
       " '我': 15,\n",
       " '要': 16,\n",
       " '曝光': 17,\n",
       " '离婚': 18,\n",
       " '年': 19,\n",
       " '终于': 20,\n",
       " '事件': 21,\n",
       " '有': 22,\n",
       " '娱乐圈': 23,\n",
       " '又': 24,\n",
       " '震惊': 25,\n",
       " '还': 26,\n",
       " '和': 27,\n",
       " '一个': 28,\n",
       " '他': 29,\n",
       " '滴滴': 30,\n",
       " '看': 31,\n",
       " '这': 32,\n",
       " '宣布': 33,\n",
       " '刘涛': 34,\n",
       " '大': 35,\n",
       " '已': 36,\n",
       " '让': 37,\n",
       " '41': 38,\n",
       " '与': 39,\n",
       " '朋友圈': 40,\n",
       " '我们': 41,\n",
       " '一': 42,\n",
       " '何去何从': 43,\n",
       " '月': 44,\n",
       " '3': 45,\n",
       " '个': 46,\n",
       " '也': 47,\n",
       " '就': 48,\n",
       " '吗': 49,\n",
       " '范冰冰': 50,\n",
       " '却': 51,\n",
       " '孩子': 52,\n",
       " '后': 53,\n",
       " '说': 54,\n",
       " '美国': 55,\n",
       " '国家': 56,\n",
       " '选择': 57,\n",
       " '来': 58,\n",
       " '什么': 59,\n",
       " '这个': 60,\n",
       " '谁': 61,\n",
       " '为': 62,\n",
       " '上': 63,\n",
       " '走': 64,\n",
       " '发生': 65,\n",
       " '恋情': 66,\n",
       " '再': 67,\n",
       " '给': 68,\n",
       " '新': 69,\n",
       " '到': 70,\n",
       " '病逝': 71,\n",
       " '真相': 72,\n",
       " '默哀': 73,\n",
       " '悼念': 74,\n",
       " '请': 75,\n",
       " '会': 76,\n",
       " '天': 77,\n",
       " '外遇': 78,\n",
       " '姚明': 79,\n",
       " '发文': 80,\n",
       " '到底': 81,\n",
       " '1': 82,\n",
       " '怀孕': 83,\n",
       " '8': 84,\n",
       " '竟然': 85,\n",
       " '六小龄童': 86,\n",
       " '做': 87,\n",
       " '视频': 88,\n",
       " '出轨': 89,\n",
       " '众星': 90,\n",
       " '去': 91,\n",
       " '为什么': 92,\n",
       " '司机': 93,\n",
       " '万': 94,\n",
       " '太': 95,\n",
       " '死': 96,\n",
       " '退出': 97,\n",
       " '没': 98,\n",
       " '把': 99,\n",
       " '央视': 100,\n",
       " '男子': 101,\n",
       " '5': 102,\n",
       " '因': 103,\n",
       " '遭': 104,\n",
       " '这些': 105,\n",
       " '知道': 106,\n",
       " '回应': 107,\n",
       " '多': 108,\n",
       " '可怕': 109,\n",
       " '高铁': 110,\n",
       " '9': 111,\n",
       " '中': 112,\n",
       " '公布': 113,\n",
       " '对': 114,\n",
       " '灵异': 115,\n",
       " '男': 116,\n",
       " '下': 117,\n",
       " '这样': 118,\n",
       " '承认': 119,\n",
       " '赵丽颖': 120,\n",
       " '令人': 121,\n",
       " '女子': 122,\n",
       " '原因': 123,\n",
       " '没有': 124,\n",
       " '正式': 125,\n",
       " '吧': 126,\n",
       " '李晨': 127,\n",
       " '10': 128,\n",
       " '杨幂': 129,\n",
       " '揭秘': 130,\n",
       " '定': 131,\n",
       " '公开': 132,\n",
       " '支持': 133,\n",
       " '才': 134,\n",
       " '自己': 135,\n",
       " '怎么': 136,\n",
       " '发': 137,\n",
       " '能': 138,\n",
       " '不是': 139,\n",
       " '最': 140,\n",
       " '曝': 141,\n",
       " '警方': 142,\n",
       " '4': 143,\n",
       " '注意': 144,\n",
       " '刚刚': 145,\n",
       " '儿子': 146,\n",
       " '亿': 147,\n",
       " '路': 148,\n",
       " '北京': 149,\n",
       " '小': 150,\n",
       " '王宝强': 151,\n",
       " '事': 152,\n",
       " '2': 153,\n",
       " '日本': 154,\n",
       " '关于': 155,\n",
       " '等': 156,\n",
       " '出': 157,\n",
       " '明星': 158,\n",
       " '真实': 159,\n",
       " '去世': 160,\n",
       " '独自': 161,\n",
       " '带娃': 162,\n",
       " '快': 163,\n",
       " '鹿晗': 164,\n",
       " '放假': 165,\n",
       " '发现': 166,\n",
       " '粉丝': 167,\n",
       " '女孩': 168,\n",
       " '20': 169,\n",
       " '从': 170,\n",
       " '好': 171,\n",
       " '倪萍': 172,\n",
       " '7': 173,\n",
       " '正在': 174,\n",
       " '某': 175,\n",
       " '老人': 176,\n",
       " '2018': 177,\n",
       " '再次': 178,\n",
       " '真的': 179,\n",
       " '小区': 180,\n",
       " '可能': 181,\n",
       " '爆': 182,\n",
       " '今天': 183,\n",
       " '全国': 184,\n",
       " '背后': 185,\n",
       " '马蓉': 186,\n",
       " '重磅': 187,\n",
       " '为何': 188,\n",
       " '刘恺威': 189,\n",
       " '吃': 190,\n",
       " '居然': 191,\n",
       " '究竟': 192,\n",
       " '林心如': 193,\n",
       " '通知': 194,\n",
       " '一人': 195,\n",
       " '高调': 196,\n",
       " '看看': 197,\n",
       " '紧急': 198,\n",
       " '就是': 199,\n",
       " '三个': 200,\n",
       " '车': 201,\n",
       " '哭': 202,\n",
       " '好消息': 203,\n",
       " '刘强': 204,\n",
       " '女儿': 205,\n",
       " '鬼': 206,\n",
       " '离开': 207,\n",
       " '当': 208,\n",
       " '6': 209,\n",
       " '不要': 210,\n",
       " '医院': 211,\n",
       " '山东': 212,\n",
       " '现身': 213,\n",
       " '世界': 214,\n",
       " '只': 215,\n",
       " '女': 216,\n",
       " 'c': 217,\n",
       " '大姐': 218,\n",
       " '二胎': 219,\n",
       " '打': 220,\n",
       " '警察': 221,\n",
       " '谢霆锋': 222,\n",
       " '落泪': 223,\n",
       " '心酸': 224,\n",
       " '元': 225,\n",
       " '张柏芝': 226,\n",
       " '用': 227,\n",
       " '霍': 228,\n",
       " '建华': 229,\n",
       " '一定': 230,\n",
       " '香港': 231,\n",
       " '开': 232,\n",
       " '公交车': 233,\n",
       " '问题': 234,\n",
       " '非洲': 235,\n",
       " '啦': 236,\n",
       " '钱': 237,\n",
       " '骗局': 238,\n",
       " '农村': 239,\n",
       " '曾': 240,\n",
       " '提醒': 241,\n",
       " '人民': 242,\n",
       " '男人': 243,\n",
       " '关晓彤': 244,\n",
       " '东': 245,\n",
       " '谢娜': 246,\n",
       " '含泪': 247,\n",
       " '抓': 248,\n",
       " '42': 249,\n",
       " '起': 250,\n",
       " '回家': 251,\n",
       " '女星': 252,\n",
       " '为了': 253,\n",
       " '少年': 254,\n",
       " '还是': 255,\n",
       " '竟': 256,\n",
       " '发布': 257,\n",
       " '消息': 258,\n",
       " '过': 259,\n",
       " '猪瘟': 260,\n",
       " '打脸': 261,\n",
       " '结婚': 262,\n",
       " '赶紧': 263,\n",
       " '顺风': 264,\n",
       " '完': 265,\n",
       " '开始': 266,\n",
       " '公安': 267,\n",
       " '吴亦凡': 268,\n",
       " '最大': 269,\n",
       " '娘': 270,\n",
       " '如何': 271,\n",
       " '你们': 272,\n",
       " '千万': 273,\n",
       " '女人': 274,\n",
       " '乘客': 275,\n",
       " '们': 276,\n",
       " '比': 277,\n",
       " '集体': 278,\n",
       " '一位': 279,\n",
       " '有人': 280,\n",
       " '突发': 281,\n",
       " '还有': 282,\n",
       " '所有': 283,\n",
       " '最新': 284,\n",
       " '突然': 285,\n",
       " '原来': 286,\n",
       " '宋': 287,\n",
       " '小宝': 288,\n",
       " '30': 289,\n",
       " '张杰': 290,\n",
       " '出事': 291,\n",
       " '决定': 292,\n",
       " '郑爽': 293,\n",
       " '毕福剑': 294,\n",
       " '12': 295,\n",
       " '前妻': 296,\n",
       " '已有': 297,\n",
       " '照片': 298,\n",
       " '免费': 299,\n",
       " '国人': 300,\n",
       " '死亡': 301,\n",
       " '奶粉': 302,\n",
       " '越来越': 303,\n",
       " '买': 304,\n",
       " '国务院': 305,\n",
       " '罚款': 306,\n",
       " '感染': 307,\n",
       " '成': 308,\n",
       " '更': 309,\n",
       " '名': 310,\n",
       " '不能': 311,\n",
       " '可以': 312,\n",
       " '调查': 313,\n",
       " '手机': 314,\n",
       " '63': 315,\n",
       " '重大': 316,\n",
       " '公司': 317,\n",
       " '这次': 318,\n",
       " '酒店': 319,\n",
       " '日': 320,\n",
       " '60': 321,\n",
       " '证实': 322,\n",
       " '单身': 323,\n",
       " '深夜': 324,\n",
       " '李小璐': 325,\n",
       " '现场': 326,\n",
       " '1989': 327,\n",
       " '地震': 328,\n",
       " '现实': 329,\n",
       " '社会': 330,\n",
       " '结果': 331,\n",
       " '导致': 332,\n",
       " '半夜': 333,\n",
       " '已满': 334,\n",
       " '马雅': 335,\n",
       " '舒': 336,\n",
       " '已经': 337,\n",
       " '热巴': 338,\n",
       " '前': 339,\n",
       " '父亲': 340,\n",
       " '停工': 341,\n",
       " '多少': 342,\n",
       " '但': 343,\n",
       " '王思聪': 344,\n",
       " '失败': 345,\n",
       " '扒': 346,\n",
       " '华人': 347,\n",
       " '分手': 348,\n",
       " '病': 349,\n",
       " '杨': 350,\n",
       " '美': 351,\n",
       " '税': 352,\n",
       " '他们': 353,\n",
       " '骂': 354,\n",
       " '身亡': 355,\n",
       " '啊': 356,\n",
       " '亲生': 357,\n",
       " '待产': 358,\n",
       " '85': 359,\n",
       " '机场': 360,\n",
       " '全场': 361,\n",
       " '于': 362,\n",
       " '李宇春': 363,\n",
       " '想': 364,\n",
       " '一起': 365,\n",
       " '别': 366,\n",
       " '杀': 367,\n",
       " '涉嫌': 368,\n",
       " '身份': 369,\n",
       " 'baby': 370,\n",
       " '说出': 371,\n",
       " '经常': 372,\n",
       " '崔永元': 373,\n",
       " '18': 374,\n",
       " '很': 375,\n",
       " '人员': 376,\n",
       " '传销': 377,\n",
       " '可': 378,\n",
       " '村民': 379,\n",
       " '撞': 380,\n",
       " '何炅': 381,\n",
       " '告诉': 382,\n",
       " '度': 383,\n",
       " '领导': 384,\n",
       " '关系': 385,\n",
       " '情况': 386,\n",
       " '怒': 387,\n",
       " '周润发': 388,\n",
       " '刘诗': 389,\n",
       " '特朗普': 390,\n",
       " '道歉': 391,\n",
       " '安徽': 392,\n",
       " '家人': 393,\n",
       " '朋友': 394,\n",
       " '竟是': 395,\n",
       " '葬礼': 396,\n",
       " '时间': 397,\n",
       " '最后': 398,\n",
       " '德国': 399,\n",
       " '逼': 400,\n",
       " '19': 401,\n",
       " '家': 402,\n",
       " '1995': 403,\n",
       " '爱': 404,\n",
       " '真正': 405,\n",
       " '一幕': 406,\n",
       " '贾乃亮': 407,\n",
       " '举报': 408,\n",
       " '大家': 409,\n",
       " '撕': 410,\n",
       " '通报': 411,\n",
       " '抢救无效': 412,\n",
       " '全部': 413,\n",
       " '外卖': 414,\n",
       " '24': 415,\n",
       " '湖人': 416,\n",
       " '生育': 417,\n",
       " '之': 418,\n",
       " '环保': 419,\n",
       " '爆料': 420,\n",
       " '疑似': 421,\n",
       " '一天': 422,\n",
       " '飞机': 423,\n",
       " '老': 424,\n",
       " '冯小刚': 425,\n",
       " '捐': 426,\n",
       " '诗': 427,\n",
       " '吴奇隆': 428,\n",
       " '因为': 429,\n",
       " '着': 430,\n",
       " '娘炮': 431,\n",
       " '自杀': 432,\n",
       " '整个': 433,\n",
       " '坐': 434,\n",
       " '谎言': 435,\n",
       " '教授': 436,\n",
       " '号': 437,\n",
       " '以': 438,\n",
       " '身份证': 439,\n",
       " '拍': 440,\n",
       " '男性': 441,\n",
       " '十大': 442,\n",
       " '很多': 443,\n",
       " '发嫂': 444,\n",
       " '生': 445,\n",
       " '认识': 446,\n",
       " '14': 447,\n",
       " '金': 448,\n",
       " '直接': 449,\n",
       " '门': 450,\n",
       " '投票': 451,\n",
       " '跑': 452,\n",
       " '向': 453,\n",
       " '村': 454,\n",
       " '文明': 455,\n",
       " '老婆': 456,\n",
       " '胡歌': 457,\n",
       " '昆山': 458,\n",
       " '看到': 459,\n",
       " '成为': 460,\n",
       " '女生': 461,\n",
       " '这么': 462,\n",
       " '出现': 463,\n",
       " '字': 464,\n",
       " '镇': 465,\n",
       " '发展': 466,\n",
       " '不了': 467,\n",
       " '十年': 468,\n",
       " '这里': 469,\n",
       " '工作': 470,\n",
       " '蔡': 471,\n",
       " '医生': 472,\n",
       " '尸体': 473,\n",
       " '案': 474,\n",
       " '渡劫': 475,\n",
       " '砍': 476,\n",
       " '扩散': 477,\n",
       " '黑恶势力': 478,\n",
       " '第一': 479,\n",
       " '里': 480,\n",
       " '13': 481,\n",
       " '大事': 482,\n",
       " '亿都': 483,\n",
       " '警惕': 484,\n",
       " '公交': 485,\n",
       " '一场': 486,\n",
       " '首次': 487,\n",
       " '实施': 488,\n",
       " '孙俪': 489,\n",
       " '未来': 490,\n",
       " '安全': 491,\n",
       " '渣': 492,\n",
       " '捞': 493,\n",
       " '住': 494,\n",
       " '黄晓明': 495,\n",
       " '全': 496,\n",
       " '蟒': 497,\n",
       " '政府': 498,\n",
       " '假': 499,\n",
       " '祝福': 500,\n",
       " '员工': 501,\n",
       " '扎': 502,\n",
       " '恐怖': 503,\n",
       " '小心': 504,\n",
       " '丨': 505,\n",
       " '神秘': 506,\n",
       " '种': 507,\n",
       " '200': 508,\n",
       " '七夕': 509,\n",
       " '年轻': 510,\n",
       " '叫餐': 511,\n",
       " '时': 512,\n",
       " '被查': 513,\n",
       " '走向': 514,\n",
       " '中央': 515,\n",
       " '22': 516,\n",
       " '闹鬼': 517,\n",
       " '总统': 518,\n",
       " '笑': 519,\n",
       " '直播': 520,\n",
       " '怼': 521,\n",
       " '城市': 522,\n",
       " '现在': 523,\n",
       " '王菲': 524,\n",
       " '爱情': 525,\n",
       " '出来': 526,\n",
       " '扫黑': 527,\n",
       " '董卿': 528,\n",
       " '崩塌': 529,\n",
       " '跟': 530,\n",
       " '邓超': 531,\n",
       " '取消': 532,\n",
       " '非法': 533,\n",
       " '寿光': 534,\n",
       " '报警': 535,\n",
       " '研究': 536,\n",
       " '彻底': 537,\n",
       " '多名': 538,\n",
       " '千万别': 539,\n",
       " '即将': 540,\n",
       " '强制': 541,\n",
       " '并非': 542,\n",
       " '赵忠祥': 543,\n",
       " '秘密': 544,\n",
       " '回': 545,\n",
       " '位': 546,\n",
       " '希望': 547,\n",
       " '失信': 548,\n",
       " '奸杀': 549,\n",
       " '而': 550,\n",
       " '严重': 551,\n",
       " '暴露': 552,\n",
       " '细节': 553,\n",
       " '么': 554,\n",
       " '正': 555,\n",
       " '老公': 556,\n",
       " '附': 557,\n",
       " '抖音': 558,\n",
       " '徐坤': 559,\n",
       " '离世': 560,\n",
       " '案件': 561,\n",
       " '所有人': 562,\n",
       " '连': 563,\n",
       " '薛之谦': 564,\n",
       " '50': 565,\n",
       " '危机': 566,\n",
       " '女友': 567,\n",
       " '如果': 568,\n",
       " '或': 569,\n",
       " '撤县': 570,\n",
       " '16': 571,\n",
       " '90': 572,\n",
       " '隐瞒': 573,\n",
       " '婚变': 574,\n",
       " '则': 575,\n",
       " '暴打': 576,\n",
       " '城管': 577,\n",
       " '狗': 578,\n",
       " '迪丽': 579,\n",
       " '市场': 580,\n",
       " '证明': 581,\n",
       " '生父': 582,\n",
       " '正面': 583,\n",
       " '遇害': 584,\n",
       " '今日': 585,\n",
       " '国娘': 586,\n",
       " '敢': 587,\n",
       " '嫁': 588,\n",
       " '生活': 589,\n",
       " '砸': 590,\n",
       " '居民': 591,\n",
       " '睡': 592,\n",
       " '加盟': 593,\n",
       " '基金': 594,\n",
       " '曝已': 595,\n",
       " '圈': 596,\n",
       " '骗': 597,\n",
       " '朱一龙': 598,\n",
       " '娜': 599,\n",
       " '带': 600,\n",
       " '暴雨': 601,\n",
       " '朱军': 602,\n",
       " '封杀': 603,\n",
       " '娘化': 604,\n",
       " '者': 605,\n",
       " '照曝光': 606,\n",
       " '业主': 607,\n",
       " '官方': 608,\n",
       " '重要': 609,\n",
       " '29': 610,\n",
       " '道': 611,\n",
       " '婚期': 612,\n",
       " '人生': 613,\n",
       " '秒': 614,\n",
       " '变': 615,\n",
       " '进行': 616,\n",
       " '时代': 617,\n",
       " '信息': 618,\n",
       " '一种': 619,\n",
       " '这种': 620,\n",
       " '得': 621,\n",
       " '长': 622,\n",
       " '其实': 623,\n",
       " '妈妈': 624,\n",
       " '只有': 625,\n",
       " '375': 626,\n",
       " '爷爷': 627,\n",
       " '成龙': 628,\n",
       " '升级': 629,\n",
       " '家长': 630,\n",
       " '进入': 631,\n",
       " '死刑': 632,\n",
       " '妻子': 633,\n",
       " '全球': 634,\n",
       " '一直': 635,\n",
       " '法院': 636,\n",
       " '转发': 637,\n",
       " '怎样': 638,\n",
       " '囯': 639,\n",
       " '买房': 640,\n",
       " '杀人': 641,\n",
       " '霸气': 642,\n",
       " '地': 643,\n",
       " '致': 644,\n",
       " '宝马': 645,\n",
       " '如此': 646,\n",
       " '除恶': 647,\n",
       " '性侵': 648,\n",
       " '上海': 649,\n",
       " '派出所': 650,\n",
       " '吓': 651,\n",
       " '轰动': 652,\n",
       " '日起': 653,\n",
       " '整治': 654,\n",
       " '工资': 655,\n",
       " '县': 656,\n",
       " '丑闻': 657,\n",
       " '深圳': 658,\n",
       " '昨晚': 659,\n",
       " '农民': 660,\n",
       " '不会': 661,\n",
       " '检查': 662,\n",
       " '拿': 663,\n",
       " '一名': 664,\n",
       " '爹': 665,\n",
       " '数据': 666,\n",
       " '那些': 667,\n",
       " '电动车': 668,\n",
       " '共和国': 669,\n",
       " '媒体': 670,\n",
       " '节目': 671,\n",
       " '刘德华': 672,\n",
       " '爸爸': 673,\n",
       " '韩国': 674,\n",
       " '火箭': 675,\n",
       " '全面': 676,\n",
       " '一家': 677,\n",
       " '车主': 678,\n",
       " '卖': 679,\n",
       " '政策': 680,\n",
       " '黑名单': 681,\n",
       " '呢': 682,\n",
       " '干': 683,\n",
       " '行为': 684,\n",
       " '影响': 685,\n",
       " '15': 686,\n",
       " '链子': 687,\n",
       " '大打出手': 688,\n",
       " '对不起': 689,\n",
       " '项目': 690,\n",
       " '那': 691,\n",
       " '被判': 692,\n",
       " '除了': 693,\n",
       " '惨': 694,\n",
       " '名单': 695,\n",
       " '40': 696,\n",
       " '拒绝': 697,\n",
       " '真': 698,\n",
       " '企业': 699,\n",
       " '放弃': 700,\n",
       " '网红': 701,\n",
       " '男孩': 702,\n",
       " '旅行': 703,\n",
       " '男童': 704,\n",
       " '镇长': 705,\n",
       " '回复': 706,\n",
       " '养老金': 707,\n",
       " '小时': 708,\n",
       " '黑': 709,\n",
       " '就算': 710,\n",
       " '副': 711,\n",
       " '大学生': 712,\n",
       " '杭州': 713,\n",
       " '内幕': 714,\n",
       " '风气': 715,\n",
       " '亲子鉴定': 716,\n",
       " '意外': 717,\n",
       " '罕见': 718,\n",
       " '脸': 719,\n",
       " '17': 720,\n",
       " '群众': 721,\n",
       " '少女': 722,\n",
       " '反': 723,\n",
       " '西安': 724,\n",
       " '点': 725,\n",
       " '抄袭': 726,\n",
       " '东西': 727,\n",
       " '行动': 728,\n",
       " '主持人': 729,\n",
       " '无地自容': 730,\n",
       " '霸占': 731,\n",
       " '诈骗': 732,\n",
       " '这是': 733,\n",
       " '刚': 734,\n",
       " '违法': 735,\n",
       " '公寓': 736,\n",
       " '心疼': 737,\n",
       " '想不到': 738,\n",
       " '难': 739,\n",
       " '电影': 740,\n",
       " '孙杨': 741,\n",
       " '刘亦菲': 742,\n",
       " '土耳其': 743,\n",
       " '一切': 744,\n",
       " '陪': 745,\n",
       " '娘炮们': 746,\n",
       " '订婚': 747,\n",
       " '村干部': 748,\n",
       " '网': 749,\n",
       " '交警': 750,\n",
       " '部门': 751,\n",
       " '明年': 752,\n",
       " '判刑': 753,\n",
       " '两个': 754,\n",
       " '造假': 755,\n",
       " '生二胎': 756,\n",
       " '范爷': 757,\n",
       " '终': 758,\n",
       " '该': 759,\n",
       " '至': 760,\n",
       " '惊人': 761,\n",
       " '赵本山': 762,\n",
       " '头条': 763,\n",
       " '摊上': 764,\n",
       " '豪门': 765,\n",
       " '三': 766,\n",
       " '如今': 767,\n",
       " '执行': 768,\n",
       " '幂': 769,\n",
       " '确认': 770,\n",
       " '广场': 771,\n",
       " 'l': 772,\n",
       " '赵薇': 773,\n",
       " '不用': 774,\n",
       " '解决': 775,\n",
       " '家暴': 776,\n",
       " '活动': 777,\n",
       " '判': 778,\n",
       " '监控': 779,\n",
       " '三月': 780,\n",
       " '样子': 781,\n",
       " '台湾': 782,\n",
       " '复合': 783,\n",
       " '2400': 784,\n",
       " '独家': 785,\n",
       " '厉害': 786,\n",
       " '见': 787,\n",
       " '别人': 788,\n",
       " '杀人案': 789,\n",
       " '禁止': 790,\n",
       " '家庭': 791,\n",
       " '性骚扰': 792,\n",
       " '称': 793,\n",
       " '县委书记': 794,\n",
       " '玩': 795,\n",
       " '之谜': 796,\n",
       " '作为': 797,\n",
       " '非诚': 798,\n",
       " '一出场': 799,\n",
       " '盏灯': 800,\n",
       " '全灭': 801,\n",
       " '孟': 802,\n",
       " '广东': 803,\n",
       " '超越': 804,\n",
       " '70': 805,\n",
       " '男友': 806,\n",
       " '自述': 807,\n",
       " '农民工': 808,\n",
       " '节日': 809,\n",
       " '需要': 810,\n",
       " '36': 811,\n",
       " '站': 812,\n",
       " '当成': 813,\n",
       " '美女': 814,\n",
       " '失踪': 815,\n",
       " '万元': 816,\n",
       " '疫情': 817,\n",
       " '惹': 818,\n",
       " '姑娘': 819,\n",
       " '网传': 820,\n",
       " '中医': 821,\n",
       " '情侣': 822,\n",
       " '只是': 823,\n",
       " '感慨': 824,\n",
       " '维权': 825,\n",
       " '王凯': 826,\n",
       " '凉': 827,\n",
       " '快递': 828,\n",
       " '一夜': 829,\n",
       " '紧急通知': 830,\n",
       " '大道': 831,\n",
       " '陈冠希': 832,\n",
       " '殴打': 833,\n",
       " '升市': 834,\n",
       " '胆小': 835,\n",
       " '及': 836,\n",
       " '不敢': 837,\n",
       " '震撼': 838,\n",
       " '整容': 839,\n",
       " '衣服': 840,\n",
       " '地铁': 841,\n",
       " '伤': 842,\n",
       " '倪': 843,\n",
       " '地方': 844,\n",
       " '23': 845,\n",
       " '设': 846,\n",
       " '八卦': 847,\n",
       " '老大': 848,\n",
       " '性感': 849,\n",
       " '下个月': 850,\n",
       " '92': 851,\n",
       " '落马': 852,\n",
       " '甘肃': 853,\n",
       " '叫': 854,\n",
       " '范丞丞': 855,\n",
       " '市长': 856,\n",
       " '必须': 857,\n",
       " '强奸': 858,\n",
       " '网络': 859,\n",
       " '强': 860,\n",
       " '使用': 861,\n",
       " '凌晨': 862,\n",
       " '街头': 863,\n",
       " '澳洲': 864,\n",
       " '中华': 865,\n",
       " '龙哥': 866,\n",
       " '21': 867,\n",
       " '如': 868,\n",
       " '疯狂': 869,\n",
       " '攻略': 870,\n",
       " '查': 871,\n",
       " '公安局': 872,\n",
       " '百万': 873,\n",
       " '最终': 874,\n",
       " '货船': 875,\n",
       " '专卖': 876,\n",
       " '330': 877,\n",
       " '资源': 878,\n",
       " '警醒': 879,\n",
       " '欠钱': 880,\n",
       " '红': 881,\n",
       " '助理': 882,\n",
       " '养老院': 883,\n",
       " '经纪人': 884,\n",
       " '投资': 885,\n",
       " '100': 886,\n",
       " '平台': 887,\n",
       " '官员': 888,\n",
       " '杨洋': 889,\n",
       " '社区': 890,\n",
       " '书记': 891,\n",
       " '未': 892,\n",
       " '啥': 893,\n",
       " '标准': 894,\n",
       " '主流': 895,\n",
       " '爆发': 896,\n",
       " '晒': 897,\n",
       " '崔': 898,\n",
       " '本来面目': 899,\n",
       " '吻': 900,\n",
       " '错': 901,\n",
       " '谢贤': 902,\n",
       " '一线': 903,\n",
       " '医疗': 904,\n",
       " '美国华人': 905,\n",
       " '是不是': 906,\n",
       " '并': 907,\n",
       " '喜欢': 908,\n",
       " '你家': 909,\n",
       " '一次': 910,\n",
       " '摔': 911,\n",
       " '果然': 912,\n",
       " '拘留': 913,\n",
       " '清华大学': 914,\n",
       " '惊现': 915,\n",
       " '经历': 916,\n",
       " '冲击': 917,\n",
       " '博士': 918,\n",
       " '条件': 919,\n",
       " '以上': 920,\n",
       " '青岛': 921,\n",
       " '传': 922,\n",
       " '难怪': 923,\n",
       " '娘娘': 924,\n",
       " '无法': 925,\n",
       " '两人': 926,\n",
       " '新规': 927,\n",
       " '您': 928,\n",
       " '纷纷': 929,\n",
       " '之后': 930,\n",
       " '这张': 931,\n",
       " '云联惠': 932,\n",
       " '猛料': 933,\n",
       " '女尸': 934,\n",
       " '25': 935,\n",
       " '继续': 936,\n",
       " '搞': 937,\n",
       " '孟美岐': 938,\n",
       " '手': 939,\n",
       " '罗晋': 940,\n",
       " '到来': 941,\n",
       " '惨遭': 942,\n",
       " '内': 943,\n",
       " '找': 944,\n",
       " '拆迁': 945,\n",
       " '企图': 946,\n",
       " '出动': 947,\n",
       " '今年': 948,\n",
       " '恭喜': 949,\n",
       " 'x': 950,\n",
       " '越': 951,\n",
       " '重点': 952,\n",
       " '记者': 953,\n",
       " '邓': 954,\n",
       " '张': 955,\n",
       " '面临': 956,\n",
       " '国': 957,\n",
       " '遭遇': 958,\n",
       " '户口': 959,\n",
       " '家乡': 960,\n",
       " '发出': 961,\n",
       " '偷': 962,\n",
       " '第一次': 963,\n",
       " '雪中送炭': 964,\n",
       " '家破人亡': 965,\n",
       " '捅': 966,\n",
       " '詹姆斯': 967,\n",
       " '未婚先孕': 968,\n",
       " '一样': 969,\n",
       " '幸福': 970,\n",
       " '关注': 971,\n",
       " '处罚': 972,\n",
       " '发声': 973,\n",
       " '睡觉': 974,\n",
       " '物业': 975,\n",
       " '大桥': 976,\n",
       " '开发商': 977,\n",
       " '处分': 978,\n",
       " '总冠军': 979,\n",
       " '建议': 980,\n",
       " '真丑': 981,\n",
       " '健康': 982,\n",
       " '咋': 983,\n",
       " '蒋欣': 984,\n",
       " '婚讯': 985,\n",
       " '嫁出去': 986,\n",
       " '胡彦斌': 987,\n",
       " '李连杰': 988,\n",
       " '故事': 989,\n",
       " '纳入': 990,\n",
       " '报道': 991,\n",
       " '服务员': 992,\n",
       " '黑料': 993,\n",
       " '大量': 994,\n",
       " '张翰': 995,\n",
       " '古力': 996,\n",
       " '联手': 997,\n",
       " '火葬场': 998,\n",
       " '以后': 999,\n",
       " '开除': 1000,\n",
       " ...}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_index_cotent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "np.save( './data/train_content_sequence_pad.npy',train_content_sequence_pad)\n",
    "np.save(\"./data/test_content_sequence_pad.npy\", test_content_sequence_pad)\n",
    "np.save( \"./data/train_label.npy\",train[\"label\"].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save( \"./data/test_text.npy\", test[\"content_seg\"].to_numpy())\n",
    "np.save( \"./data/train_text.npy\",\n",
    "    train[\n",
    "        [\"content_seg\", \"content_comment_2c_seg\", \"content_comment_all_seg\"]\n",
    "    ].to_numpy(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[\"label\"].to_numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 图片特征预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = './data/'\n",
    "train_images_dir = data_dir + '/train_images/' #这也是一种设置路径的方法，可以记住\n",
    "test_images_dir = data_dir + '/train_images/'\n",
    "train_file = data_dir + '/train.csv'\n",
    "test_file = data_dir + '/test_dataset.csv'\n",
    "\n",
    "train_images_filenames = [train_images_dir + filename for filename in os.listdir(train_images_dir)]\n",
    "test_images_filenames = [test_images_dir + filename for filename in os.listdir(test_images_dir)]\n",
    "\n",
    "#tfrecord_file = data_dir + '/train/train.tfrecords'\n",
    "# train_filenames = train_cat_filenames + train_dog_filenames\n",
    "\n",
    "FIG_SIZE = (10,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def preprocess_image(image, target_fig_size):\n",
    "    '''\n",
    "        input: image对象,通过tf.io.read_file读入\n",
    "        ouput:返回一个tftensor\n",
    "        help(tf.image.decode_image),自动识别图片类型，gif返回num_frames, height, width, 3], 其他返回[height, width, num_channels]\n",
    "        gif = tf.io.read_file('E:/dataset/2019-nCoV/competition/fake_news/train_images/02b6176b5e8dcd910112b2b63eb3f8bb.gif')\n",
    "        gif_tensor = tf.image.decode_image(gif, channels=3) 只取了第一帧\n",
    "        gif_tensor.shape # \n",
    "    '''\n",
    "    img_tensor = tf.image.decode_image(image, channels=3)\n",
    "    img_final = tf.image.resize(img_tensor, [*target_fig_size])\n",
    "    img_final /= 255.0  # normalize to [0,1] range\n",
    "    return img_final\n",
    "\n",
    "def load_and_preprocess_image(path, target_fig_size):\n",
    "    image = tf.io.read_file(path)\n",
    "    return preprocess_image(image,target_fig_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIG_SIZE = (10,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 ./data//train_images/1336.png\n",
      "0 done jpg\n",
      "1 ./data//train_images/10345.png\n",
      "1 done jpg\n",
      "2 ./data//train_images/8378.png\n",
      "2 done jpg\n",
      "3 ./data//train_images/5805.png\n",
      "3 done jpg\n",
      "4 ./data//train_images/4074.png\n",
      "4 done jpg\n",
      "5 ./data//train_images/4929.png\n",
      "5 done jpg\n",
      "6 ./data//train_images/8736.png\n",
      "6 done jpg\n",
      "7 ./data//train_images/8961.png\n",
      "7 done jpg\n",
      "8 ./data//train_images/501.png\n",
      "8 done jpg\n",
      "9 ./data//train_images/4723.png\n",
      "9 done jpg\n",
      "10 ./data//train_images/2151.png\n",
      "10 done jpg\n",
      "11 ./data//train_images/3290.png\n",
      "11 done jpg\n",
      "12 ./data//train_images/3743.png\n",
      "12 done jpg\n",
      "13 ./data//train_images/3154.png\n",
      "13 done jpg\n",
      "14 ./data//train_images/3229.png\n",
      "14 done jpg\n",
      "15 ./data//train_images/4516.png\n",
      "15 done jpg\n",
      "16 ./data//train_images/6150.png\n",
      "16 done jpg\n",
      "17 ./data//train_images/9709.png\n",
      "17 done jpg\n",
      "18 ./data//train_images/1432.png\n",
      "18 done jpg\n",
      "19 ./data//train_images/7569.png\n",
      "19 done jpg\n",
      "20 ./data//train_images/191.png\n",
      "20 done jpg\n",
      "21 ./data//train_images/4448.png\n",
      "21 done jpg\n",
      "22 ./data//train_images/585.png\n",
      "22 done jpg\n",
      "23 ./data//train_images/4820.png\n",
      "23 done jpg\n",
      "24 ./data//train_images/1939.png\n",
      "24 done jpg\n",
      "25 ./data//train_images/9649.png\n",
      "25 done jpg\n",
      "26 ./data//train_images/2509.png\n",
      "26 done jpg\n",
      "27 ./data//train_images/2387.png\n",
      "27 done jpg\n",
      "28 ./data//train_images/2076.png\n",
      "28 done jpg\n",
      "29 ./data//train_images/5272.png\n",
      "29 done jpg\n",
      "30 ./data//train_images/2369.png\n",
      "30 done jpg\n",
      "31 ./data//train_images/8649.png\n",
      "31 done jpg\n",
      "32 ./data//train_images/1159.png\n",
      "32 done jpg\n",
      "33 ./data//train_images/2723.png\n",
      "33 done jpg\n",
      "34 ./data//train_images/9328.png\n",
      "34 done jpg\n",
      "35 ./data//train_images/6269.png\n",
      "35 done jpg\n",
      "36 ./data//train_images/1161.png\n",
      "36 done jpg\n",
      "37 ./data//train_images/7551.png\n",
      "37 done jpg\n",
      "38 ./data//train_images/1482.png\n",
      "38 done jpg\n",
      "39 ./data//train_images/2567.png\n",
      "39 done jpg\n",
      "40 ./data//train_images/10348.png\n",
      "40 done jpg\n",
      "41 ./data//train_images/7983.png\n",
      "41 done jpg\n",
      "42 ./data//train_images/8600.png\n",
      "42 done jpg\n",
      "43 ./data//train_images/6066.png\n",
      "43 done jpg\n",
      "44 ./data//train_images/2669.png\n",
      "44 done jpg\n",
      "45 ./data//train_images/9449.png\n",
      "45 done jpg\n",
      "46 ./data//train_images/10520.png\n",
      "46 done jpg\n",
      "47 ./data//train_images/522.png\n",
      "47 done jpg\n",
      "48 ./data//train_images/7383.png\n",
      "48 done jpg\n",
      "49 ./data//train_images/291.png\n",
      "49 done jpg\n",
      "50 ./data//train_images/10062.png\n",
      "50 done jpg\n",
      "51 ./data//train_images/824.png\n",
      "51 done jpg\n",
      "52 ./data//train_images/1842.png\n",
      "52 done jpg\n",
      "53 ./data//train_images/7845.png\n",
      "53 done jpg\n",
      "54 ./data//train_images/8887.png\n",
      "54 done jpg\n",
      "55 ./data//train_images/2993.png\n",
      "55 done jpg\n",
      "56 ./data//train_images/5044.png\n",
      "56 done jpg\n",
      "57 ./data//train_images/9773.png\n",
      "57 done jpg\n",
      "58 ./data//train_images/5587.png\n",
      "58 done jpg\n",
      "59 ./data//train_images/896.png\n",
      "59 done jpg\n",
      "60 ./data//train_images/6310.png\n",
      "60 done jpg\n",
      "61 ./data//train_images/7661.png\n",
      "61 done jpg\n",
      "62 ./data//train_images/10584.png\n",
      "62 done jpg\n",
      "63 ./data//train_images/840.png\n",
      "63 done jpg\n",
      "64 ./data//train_images/973.png\n",
      "64 done jpg\n",
      "65 ./data//train_images/10000.png\n",
      "65 done jpg\n",
      "66 ./data//train_images/9139.png\n",
      "66 done jpg\n",
      "67 ./data//train_images/7461.png\n",
      "67 done jpg\n",
      "68 ./data//train_images/5584.png\n",
      "68 done jpg\n",
      "69 ./data//train_images/5682.png\n",
      "69 done jpg\n",
      "70 ./data//train_images/8644.png\n",
      "70 done jpg\n",
      "71 ./data//train_images/4684.png\n",
      "71 done jpg\n",
      "72 ./data//train_images/8208.png\n",
      "72 done jpg\n",
      "73 ./data//train_images/10174.png\n",
      "73 done jpg\n",
      "74 ./data//train_images/1773.png\n",
      "74 done jpg\n",
      "75 ./data//train_images/9362.png\n",
      "75 done jpg\n",
      "76 ./data//train_images/1821.png\n",
      "76 done jpg\n",
      "77 ./data//train_images/10248.png\n",
      "77 done jpg\n",
      "78 ./data//train_images/8552.png\n",
      "78 done jpg\n",
      "79 ./data//train_images/357.png\n",
      "79 done jpg\n",
      "80 ./data//train_images/806.png\n",
      "80 done jpg\n",
      "81 ./data//train_images/5546.png\n",
      "81 done jpg\n",
      "82 ./data//train_images/9508.png\n",
      "82 done jpg\n",
      "83 ./data//train_images/4586.png\n",
      "83 done jpg\n",
      "84 ./data//train_images/4734.png\n",
      "84 done jpg\n",
      "85 ./data//train_images/9163.png\n",
      "85 done jpg\n",
      "86 ./data//train_images/4102.png\n",
      "86 done jpg\n",
      "87 ./data//train_images/6171.png\n",
      "87 done jpg\n",
      "88 ./data//train_images/2100.png\n",
      "88 done jpg\n",
      "89 ./data//train_images/502.png\n",
      "89 done jpg\n",
      "90 ./data//train_images/9703.png\n",
      "90 done jpg\n",
      "91 ./data//train_images/3186.png\n",
      "91 done jpg\n",
      "92 ./data//train_images/9708.png\n",
      "92 done jpg\n",
      "93 ./data//train_images/435.png\n",
      "93 done jpg\n",
      "94 ./data//train_images/8338.png\n",
      "94 done jpg\n",
      "95 ./data//train_images/2575.png\n",
      "95 done jpg\n",
      "96 ./data//train_images/4606.png\n",
      "96 done jpg\n",
      "97 ./data//train_images/4542.png\n",
      "97 done jpg\n",
      "98 ./data//train_images/2432.png\n",
      "98 done jpg\n",
      "99 ./data//train_images/2685.png\n",
      "99 done jpg\n",
      "100 ./data//train_images/8914.png\n",
      "100 done jpg\n",
      "101 ./data//train_images/8057.png\n",
      "101 done jpg\n",
      "102 ./data//train_images/1853.png\n",
      "102 done jpg\n",
      "103 ./data//train_images/5145.png\n",
      "103 done jpg\n",
      "104 ./data//train_images/115.png\n",
      "104 done jpg\n",
      "105 ./data//train_images/6329.png\n",
      "105 done jpg\n",
      "106 ./data//train_images/1572.png\n",
      "106 done jpg\n",
      "107 ./data//train_images/2354.png\n",
      "107 done jpg\n",
      "108 ./data//train_images/2470.png\n",
      "108 done jpg\n",
      "109 ./data//train_images/7765.png\n",
      "109 done jpg\n",
      "110 ./data//train_images/6825.png\n",
      "110 done jpg\n",
      "111 ./data//train_images/2553.png\n",
      "111 done jpg\n",
      "112 ./data//train_images/3289.png\n",
      "112 done jpg\n",
      "113 ./data//train_images/2641.png\n",
      "113 done jpg\n",
      "114 ./data//train_images/9862.png\n",
      "114 done jpg\n",
      "115 ./data//train_images/5105.png\n",
      "115 done jpg\n",
      "116 ./data//train_images/972.png\n",
      "116 done jpg\n",
      "117 ./data//train_images/1316.png\n",
      "117 done jpg\n",
      "118 ./data//train_images/4880.png\n",
      "118 done jpg\n",
      "119 ./data//train_images/5226.png\n",
      "119 done jpg\n",
      "120 ./data//train_images/3582.png\n",
      "120 done jpg\n",
      "121 ./data//train_images/4007.png\n",
      "121 done jpg\n",
      "122 ./data//train_images/1925.png\n",
      "122 done jpg\n",
      "123 ./data//train_images/9375.png\n",
      "123 done jpg\n",
      "124 ./data//train_images/7942.png\n",
      "124 done jpg\n",
      "125 ./data//train_images/4572.png\n",
      "125 done jpg\n",
      "126 ./data//train_images/3812.png\n",
      "126 done jpg\n",
      "127 ./data//train_images/10323.png\n",
      "127 done jpg\n",
      "128 ./data//train_images/5789.png\n",
      "128 done jpg\n",
      "129 ./data//train_images/9640.png\n",
      "129 done jpg\n",
      "130 ./data//train_images/1102.png\n",
      "130 done jpg\n",
      "131 ./data//train_images/1007.png\n",
      "131 done jpg\n",
      "132 ./data//train_images/10126.png\n",
      "132 done jpg\n",
      "133 ./data//train_images/3825.png\n",
      "133 done jpg\n",
      "134 ./data//train_images/10189.png\n",
      "134 done jpg\n",
      "135 ./data//train_images/1358.png\n",
      "135 done jpg\n",
      "136 ./data//train_images/3046.png\n",
      "136 done jpg\n",
      "137 ./data//train_images/1283.png\n",
      "137 done jpg\n",
      "138 ./data//train_images/8574.png\n",
      "138 done jpg\n",
      "139 ./data//train_images/2193.png\n",
      "139 done jpg\n",
      "140 ./data//train_images/4044.png\n",
      "140 done jpg\n",
      "141 ./data//train_images/7789.png\n",
      "141 done jpg\n",
      "142 ./data//train_images/1148.png\n",
      "142 done jpg\n",
      "143 ./data//train_images/5416.png\n",
      "143 done jpg\n",
      "144 ./data//train_images/3623.png\n",
      "144 done jpg\n",
      "145 ./data//train_images/8808.png\n",
      "145 done jpg\n",
      "146 ./data//train_images/7939.png\n",
      "146 done jpg\n",
      "147 ./data//train_images/506.png\n",
      "147 done jpg\n",
      "148 ./data//train_images/4319.png\n",
      "148 done jpg\n",
      "149 ./data//train_images/7714.png\n",
      "149 done jpg\n",
      "150 ./data//train_images/5097.png\n",
      "150 done jpg\n",
      "151 ./data//train_images/1109.png\n",
      "151 done jpg\n",
      "152 ./data//train_images/976.png\n",
      "152 done jpg\n",
      "153 ./data//train_images/10311.png\n",
      "153 done jpg\n",
      "154 ./data//train_images/1436.png\n",
      "154 done jpg\n",
      "155 ./data//train_images/3672.png\n",
      "155 done jpg\n",
      "156 ./data//train_images/971.png\n",
      "156 done jpg\n",
      "157 ./data//train_images/8988.png\n",
      "157 done jpg\n",
      "158 ./data//train_images/6041.png\n",
      "158 done jpg\n",
      "159 ./data//train_images/2426.png\n",
      "159 done jpg\n",
      "160 ./data//train_images/6860.png\n",
      "160 done jpg\n",
      "161 ./data//train_images/4980.png\n",
      "161 done jpg\n",
      "162 ./data//train_images/8853.png\n",
      "162 done jpg\n",
      "163 ./data//train_images/9641.png\n",
      "163 done jpg\n",
      "164 ./data//train_images/3607.png\n",
      "164 done jpg\n",
      "165 ./data//train_images/5463.png\n",
      "165 done jpg\n",
      "166 ./data//train_images/5754.png\n",
      "166 done jpg\n",
      "167 ./data//train_images/5297.png\n",
      "167 done jpg\n",
      "168 ./data//train_images/7187.png\n",
      "168 done jpg\n",
      "169 ./data//train_images/6362.png\n",
      "169 done jpg\n",
      "170 ./data//train_images/9642.png\n",
      "170 done jpg\n",
      "171 ./data//train_images/8801.png\n",
      "171 done jpg\n",
      "172 ./data//train_images/1533.png\n",
      "172 done jpg\n",
      "173 ./data//train_images/8420.png\n",
      "173 done jpg\n",
      "174 ./data//train_images/9171.png\n",
      "174 done jpg\n",
      "175 ./data//train_images/7986.png\n",
      "175 done jpg\n",
      "176 ./data//train_images/8593.png\n",
      "176 done jpg\n",
      "177 ./data//train_images/6440.png\n",
      "177 done jpg\n",
      "178 ./data//train_images/391.png\n",
      "178 done jpg\n",
      "179 ./data//train_images/4569.png\n",
      "179 done jpg\n",
      "180 ./data//train_images/883.png\n",
      "180 done jpg\n",
      "181 ./data//train_images/7872.png\n",
      "181 done jpg\n",
      "182 ./data//train_images/6044.png\n",
      "182 done jpg\n",
      "183 ./data//train_images/1731.png\n",
      "183 done jpg\n",
      "184 ./data//train_images/2950.png\n",
      "184 done jpg\n",
      "185 ./data//train_images/301.png\n",
      "185 done jpg\n",
      "186 ./data//train_images/1769.png\n",
      "186 done jpg\n",
      "187 ./data//train_images/9437.png\n",
      "187 done jpg\n",
      "188 ./data//train_images/10380.png\n",
      "188 done jpg\n",
      "189 ./data//train_images/1756.png\n",
      "189 done jpg\n",
      "190 ./data//train_images/1449.png\n",
      "190 done jpg\n",
      "191 ./data//train_images/6532.png\n",
      "191 done jpg\n",
      "192 ./data//train_images/2381.png\n",
      "192 done jpg\n",
      "193 ./data//train_images/7538.png\n",
      "193 done jpg\n",
      "194 ./data//train_images/1971.png\n",
      "194 done jpg\n",
      "195 ./data//train_images/7026.png\n",
      "195 done jpg\n",
      "196 ./data//train_images/4792.png\n",
      "196 done jpg\n",
      "197 ./data//train_images/4364.png\n",
      "197 done jpg\n",
      "198 ./data//train_images/6685.png\n",
      "198 done jpg\n",
      "199 ./data//train_images/8895.png\n",
      "199 done jpg\n",
      "200 ./data//train_images/8760.png\n",
      "200 done jpg\n",
      "201 ./data//train_images/9391.png\n",
      "201 done jpg\n",
      "202 ./data//train_images/7774.png\n",
      "202 done jpg\n",
      "203 ./data//train_images/3419.png\n",
      "203 done jpg\n",
      "204 ./data//train_images/1360.png\n",
      "204 done jpg\n",
      "205 ./data//train_images/10361.png\n",
      "205 done jpg\n",
      "206 ./data//train_images/11.png\n",
      "206 done jpg\n",
      "207 ./data//train_images/4936.png\n",
      "207 done jpg\n",
      "208 ./data//train_images/570.png\n",
      "208 done jpg\n",
      "209 ./data//train_images/6313.png\n",
      "209 done jpg\n",
      "210 ./data//train_images/4087.png\n",
      "210 done jpg\n",
      "211 ./data//train_images/3615.png\n",
      "211 done jpg\n",
      "212 ./data//train_images/5393.png\n",
      "212 done jpg\n",
      "213 ./data//train_images/7881.png\n",
      "213 done jpg\n",
      "214 ./data//train_images/2353.png\n",
      "214 done jpg\n",
      "215 ./data//train_images/10128.png\n",
      "215 done jpg\n",
      "216 ./data//train_images/9965.png\n",
      "216 done jpg\n",
      "217 ./data//train_images/3209.png\n",
      "217 done jpg\n",
      "218 ./data//train_images/1872.png\n",
      "218 done jpg\n",
      "219 ./data//train_images/583.png\n",
      "219 done jpg\n",
      "220 ./data//train_images/9456.png\n",
      "220 done jpg\n",
      "221 ./data//train_images/7287.png\n",
      "221 done jpg\n",
      "222 ./data//train_images/95.png\n",
      "222 done jpg\n",
      "223 ./data//train_images/7161.png\n",
      "223 done jpg\n",
      "224 ./data//train_images/5409.png\n",
      "224 done jpg\n",
      "225 ./data//train_images/9159.png\n",
      "225 done jpg\n",
      "226 ./data//train_images/796.png\n",
      "226 done jpg\n",
      "227 ./data//train_images/4607.png\n",
      "227 done jpg\n",
      "228 ./data//train_images/7724.png\n",
      "228 done jpg\n",
      "229 ./data//train_images/5030.png\n",
      "229 done jpg\n",
      "230 ./data//train_images/1754.png\n",
      "230 done jpg\n",
      "231 ./data//train_images/3994.png\n",
      "231 done jpg\n",
      "232 ./data//train_images/3025.png\n",
      "232 done jpg\n",
      "233 ./data//train_images/7442.png\n",
      "233 done jpg\n",
      "234 ./data//train_images/8528.png\n",
      "234 done jpg\n",
      "235 ./data//train_images/2670.png\n",
      "235 done jpg\n",
      "236 ./data//train_images/3768.png\n",
      "236 done jpg\n",
      "237 ./data//train_images/10277.png\n",
      "237 done jpg\n",
      "238 ./data//train_images/4197.png\n",
      "238 done jpg\n",
      "239 ./data//train_images/8703.png\n",
      "239 done jpg\n",
      "240 ./data//train_images/2952.png\n",
      "240 done jpg\n",
      "241 ./data//train_images/598.png\n",
      "241 done jpg\n",
      "242 ./data//train_images/9367.png\n",
      "242 done jpg\n",
      "243 ./data//train_images/6278.png\n",
      "243 done jpg\n",
      "244 ./data//train_images/4611.png\n",
      "244 done jpg\n",
      "245 ./data//train_images/4600.png\n",
      "245 done jpg\n",
      "246 ./data//train_images/1442.png\n",
      "246 done jpg\n",
      "247 ./data//train_images/6190.png\n",
      "247 done jpg\n",
      "248 ./data//train_images/5433.png\n",
      "248 done jpg\n",
      "249 ./data//train_images/7411.png\n",
      "249 done jpg\n",
      "250 ./data//train_images/8468.png\n",
      "250 done jpg\n",
      "251 ./data//train_images/6288.png\n",
      "251 done jpg\n",
      "252 ./data//train_images/3690.png\n",
      "252 done jpg\n",
      "253 ./data//train_images/5478.png\n",
      "253 done jpg\n",
      "254 ./data//train_images/4105.png\n",
      "254 done jpg\n",
      "255 ./data//train_images/5944.png\n",
      "255 done jpg\n",
      "256 ./data//train_images/10582.png\n",
      "256 done jpg\n",
      "257 ./data//train_images/3068.png\n",
      "257 done jpg\n",
      "258 ./data//train_images/3699.png\n",
      "258 done jpg\n",
      "259 ./data//train_images/2979.png\n",
      "259 done jpg\n",
      "260 ./data//train_images/432.png\n",
      "260 done jpg\n",
      "261 ./data//train_images/2167.png\n",
      "261 done jpg\n",
      "262 ./data//train_images/1099.png\n",
      "262 done jpg\n",
      "263 ./data//train_images/1075.png\n",
      "263 done jpg\n",
      "264 ./data//train_images/10261.png\n",
      "264 done jpg\n",
      "265 ./data//train_images/1225.png\n",
      "265 done jpg\n",
      "266 ./data//train_images/5852.png\n",
      "266 done jpg\n",
      "267 ./data//train_images/8734.png\n",
      "267 done jpg\n",
      "268 ./data//train_images/389.png\n",
      "268 done jpg\n",
      "269 ./data//train_images/1416.png\n",
      "269 done jpg\n",
      "270 ./data//train_images/448.png\n",
      "270 done jpg\n",
      "271 ./data//train_images/5742.png\n",
      "271 done jpg\n",
      "272 ./data//train_images/3178.png\n",
      "272 done jpg\n",
      "273 ./data//train_images/2068.png\n",
      "273 done jpg\n",
      "274 ./data//train_images/6185.png\n",
      "274 done jpg\n",
      "275 ./data//train_images/8424.png\n",
      "275 done jpg\n",
      "276 ./data//train_images/1231.png\n",
      "276 done jpg\n",
      "277 ./data//train_images/1781.png\n",
      "277 done jpg\n",
      "278 ./data//train_images/8322.png\n",
      "278 done jpg\n",
      "279 ./data//train_images/1691.png\n",
      "279 done jpg\n",
      "280 ./data//train_images/2973.png\n",
      "280 done jpg\n",
      "281 ./data//train_images/3010.png\n",
      "281 done jpg\n",
      "282 ./data//train_images/10424.png\n",
      "282 done jpg\n",
      "283 ./data//train_images/330.png\n",
      "283 done jpg\n",
      "284 ./data//train_images/4930.png\n",
      "284 done jpg\n",
      "285 ./data//train_images/6819.png\n",
      "285 done jpg\n",
      "286 ./data//train_images/6291.png\n",
      "286 done jpg\n",
      "287 ./data//train_images/8751.png\n",
      "287 done jpg\n",
      "288 ./data//train_images/6203.png\n",
      "288 done jpg\n",
      "289 ./data//train_images/8669.png\n",
      "289 done jpg\n",
      "290 ./data//train_images/3709.png\n",
      "290 done jpg\n",
      "291 ./data//train_images/9717.png\n",
      "291 done jpg\n",
      "292 ./data//train_images/1918.png\n",
      "292 done jpg\n",
      "293 ./data//train_images/8001.png\n",
      "293 done jpg\n",
      "294 ./data//train_images/2729.png\n",
      "294 done jpg\n",
      "295 ./data//train_images/7434.png\n",
      "295 done jpg\n",
      "296 ./data//train_images/4381.png\n",
      "296 done jpg\n",
      "297 ./data//train_images/5592.png\n",
      "297 done jpg\n",
      "298 ./data//train_images/5386.png\n",
      "298 done jpg\n",
      "299 ./data//train_images/2153.png\n",
      "299 done jpg\n",
      "300 ./data//train_images/6303.png\n",
      "300 done jpg\n",
      "301 ./data//train_images/7576.png\n",
      "301 done jpg\n",
      "302 ./data//train_images/3402.png\n",
      "302 done jpg\n",
      "303 ./data//train_images/7965.png\n",
      "303 done jpg\n",
      "304 ./data//train_images/252.png\n",
      "304 done jpg\n",
      "305 ./data//train_images/9815.png\n",
      "305 done jpg\n",
      "306 ./data//train_images/290.png\n",
      "306 done jpg\n",
      "307 ./data//train_images/6201.png\n",
      "307 done jpg\n",
      "308 ./data//train_images/6980.png\n",
      "308 done jpg\n",
      "309 ./data//train_images/7117.png\n",
      "309 done jpg\n",
      "310 ./data//train_images/6507.png\n",
      "310 done jpg\n",
      "311 ./data//train_images/5647.png\n",
      "311 done jpg\n",
      "312 ./data//train_images/4866.png\n",
      "312 done jpg\n",
      "313 ./data//train_images/5210.png\n",
      "313 done jpg\n",
      "314 ./data//train_images/1431.png\n",
      "314 done jpg\n",
      "315 ./data//train_images/4816.png\n",
      "315 done jpg\n",
      "316 ./data//train_images/2092.png\n",
      "316 done jpg\n",
      "317 ./data//train_images/539.png\n",
      "317 done jpg\n",
      "318 ./data//train_images/5151.png\n",
      "318 done jpg\n",
      "319 ./data//train_images/2615.png\n",
      "319 done jpg\n",
      "320 ./data//train_images/6929.png\n",
      "320 done jpg\n",
      "321 ./data//train_images/9255.png\n",
      "321 done jpg\n",
      "322 ./data//train_images/5841.png\n",
      "322 done jpg\n",
      "323 ./data//train_images/5906.png\n",
      "323 done jpg\n",
      "324 ./data//train_images/2486.png\n",
      "324 done jpg\n",
      "325 ./data//train_images/4906.png\n",
      "325 done jpg\n",
      "326 ./data//train_images/3301.png\n",
      "326 done jpg\n",
      "327 ./data//train_images/4824.png\n",
      "327 done jpg\n",
      "328 ./data//train_images/1668.png\n",
      "328 done jpg\n",
      "329 ./data//train_images/5575.png\n",
      "329 done jpg\n",
      "330 ./data//train_images/6639.png\n",
      "330 done jpg\n",
      "331 ./data//train_images/9850.png\n",
      "331 done jpg\n",
      "332 ./data//train_images/7803.png\n",
      "332 done jpg\n",
      "333 ./data//train_images/7066.png\n",
      "333 done jpg\n",
      "334 ./data//train_images/4620.png\n",
      "334 done jpg\n",
      "335 ./data//train_images/7893.png\n",
      "335 done jpg\n",
      "336 ./data//train_images/5454.png\n",
      "336 done jpg\n",
      "337 ./data//train_images/4236.png\n",
      "337 done jpg\n",
      "338 ./data//train_images/10017.png\n",
      "338 done jpg\n",
      "339 ./data//train_images/10269.png\n",
      "339 done jpg\n",
      "340 ./data//train_images/1562.png\n",
      "340 done jpg\n",
      "341 ./data//train_images/715.png\n",
      "341 done jpg\n",
      "342 ./data//train_images/3386.png\n",
      "342 done jpg\n",
      "343 ./data//train_images/8862.png\n",
      "343 done jpg\n",
      "344 ./data//train_images/3649.png\n",
      "344 done jpg\n",
      "345 ./data//train_images/4336.png\n",
      "345 done jpg\n",
      "346 ./data//train_images/8332.png\n",
      "346 done jpg\n",
      "347 ./data//train_images/1130.png\n",
      "347 done jpg\n",
      "348 ./data//train_images/2657.png\n",
      "348 done jpg\n",
      "349 ./data//train_images/2786.png\n",
      "349 done jpg\n",
      "350 ./data//train_images/5403.png\n",
      "350 done jpg\n",
      "351 ./data//train_images/4822.png\n",
      "351 done jpg\n",
      "352 ./data//train_images/7369.png\n",
      "352 done jpg\n",
      "353 ./data//train_images/3013.png\n",
      "353 done jpg\n",
      "354 ./data//train_images/6169.png\n",
      "354 done jpg\n",
      "355 ./data//train_images/10039.png\n",
      "355 done jpg\n",
      "356 ./data//train_images/1777.png\n",
      "356 done jpg\n",
      "357 ./data//train_images/3860.png\n",
      "357 done jpg\n",
      "358 ./data//train_images/1762.png\n",
      "358 done jpg\n",
      "359 ./data//train_images/9427.png\n",
      "359 done jpg\n",
      "360 ./data//train_images/2707.png\n",
      "360 done jpg\n",
      "361 ./data//train_images/1816.png\n",
      "361 done jpg\n",
      "362 ./data//train_images/991.png\n",
      "362 done jpg\n",
      "363 ./data//train_images/314.png\n",
      "363 done jpg\n",
      "364 ./data//train_images/5326.png\n",
      "364 done jpg\n",
      "365 ./data//train_images/9044.png\n",
      "365 done jpg\n",
      "366 ./data//train_images/10554.png\n",
      "366 done jpg\n",
      "367 ./data//train_images/1647.png\n",
      "367 done jpg\n",
      "368 ./data//train_images/7301.png\n",
      "368 done jpg\n",
      "369 ./data//train_images/1443.png\n",
      "369 done jpg\n",
      "370 ./data//train_images/1502.png\n",
      "370 done jpg\n",
      "371 ./data//train_images/4296.png\n",
      "371 done jpg\n",
      "372 ./data//train_images/10473.png\n",
      "372 done jpg\n",
      "373 ./data//train_images/2768.png\n",
      "373 done jpg\n",
      "374 ./data//train_images/8317.png\n",
      "374 done jpg\n",
      "375 ./data//train_images/1708.png\n",
      "375 done jpg\n",
      "376 ./data//train_images/4863.png\n",
      "376 done jpg\n",
      "377 ./data//train_images/9724.png\n",
      "377 done jpg\n",
      "378 ./data//train_images/9239.png\n",
      "378 done jpg\n",
      "379 ./data//train_images/7045.png\n",
      "379 done jpg\n",
      "380 ./data//train_images/5180.png\n",
      "380 done jpg\n",
      "381 ./data//train_images/3297.png\n",
      "381 done jpg\n",
      "382 ./data//train_images/5201.png\n",
      "382 done jpg\n",
      "383 ./data//train_images/9985.png\n",
      "383 done jpg\n",
      "384 ./data//train_images/1861.png\n",
      "384 done jpg\n",
      "385 ./data//train_images/420.png\n",
      "385 done jpg\n",
      "386 ./data//train_images/8442.png\n",
      "386 done jpg\n",
      "387 ./data//train_images/5444.png\n",
      "387 done jpg\n",
      "388 ./data//train_images/3503.png\n",
      "388 done jpg\n",
      "389 ./data//train_images/2621.png\n",
      "389 done jpg\n",
      "390 ./data//train_images/9209.png\n",
      "390 done jpg\n",
      "391 ./data//train_images/79.png\n",
      "391 done jpg\n",
      "392 ./data//train_images/2625.png\n",
      "392 done jpg\n",
      "393 ./data//train_images/10522.png\n",
      "393 done jpg\n",
      "394 ./data//train_images/5494.png\n",
      "394 done jpg\n",
      "395 ./data//train_images/4702.png\n",
      "395 done jpg\n",
      "396 ./data//train_images/111.png\n",
      "396 done jpg\n",
      "397 ./data//train_images/2123.png\n",
      "397 done jpg\n",
      "398 ./data//train_images/854.png\n",
      "398 done jpg\n",
      "399 ./data//train_images/9592.png\n",
      "399 done jpg\n",
      "400 ./data//train_images/7741.png\n",
      "400 done jpg\n",
      "401 ./data//train_images/7841.png\n",
      "401 done jpg\n",
      "402 ./data//train_images/120.png\n",
      "402 done jpg\n",
      "403 ./data//train_images/9973.png\n",
      "403 done jpg\n",
      "404 ./data//train_images/128.png\n",
      "404 done jpg\n",
      "405 ./data//train_images/5718.png\n",
      "405 done jpg\n",
      "406 ./data//train_images/1119.png\n",
      "406 done jpg\n",
      "407 ./data//train_images/7378.png\n",
      "407 done jpg\n",
      "408 ./data//train_images/2404.png\n",
      "408 done jpg\n",
      "409 ./data//train_images/2555.png\n",
      "409 done jpg\n",
      "410 ./data//train_images/10281.png\n",
      "410 done jpg\n",
      "411 ./data//train_images/9738.png\n",
      "411 done jpg\n",
      "412 ./data//train_images/9323.png\n",
      "412 done jpg\n",
      "413 ./data//train_images/7731.png\n",
      "413 done jpg\n",
      "414 ./data//train_images/5035.png\n",
      "414 done jpg\n",
      "415 ./data//train_images/746.png\n",
      "415 done jpg\n",
      "416 ./data//train_images/8809.png\n",
      "416 done jpg\n",
      "417 ./data//train_images/7888.png\n",
      "417 done jpg\n",
      "418 ./data//train_images/8472.png\n",
      "418 done jpg\n",
      "419 ./data//train_images/6606.png\n",
      "419 done jpg\n",
      "420 ./data//train_images/3310.png\n",
      "420 done jpg\n",
      "421 ./data//train_images/7908.png\n",
      "421 done jpg\n",
      "422 ./data//train_images/10559.png\n",
      "422 done jpg\n",
      "423 ./data//train_images/2062.png\n",
      "423 done jpg\n",
      "424 ./data//train_images/5413.png\n",
      "424 done jpg\n",
      "425 ./data//train_images/3095.png\n",
      "425 done jpg\n",
      "426 ./data//train_images/9204.png\n",
      "426 done jpg\n",
      "427 ./data//train_images/5896.png\n",
      "427 done jpg\n",
      "428 ./data//train_images/7231.png\n",
      "428 done jpg\n",
      "429 ./data//train_images/4175.png\n",
      "429 done jpg\n",
      "430 ./data//train_images/2246.png\n",
      "430 done jpg\n",
      "431 ./data//train_images/3764.png\n",
      "431 done jpg\n",
      "432 ./data//train_images/3890.png\n",
      "432 done jpg\n",
      "433 ./data//train_images/5869.png\n",
      "433 done jpg\n",
      "434 ./data//train_images/3356.png\n",
      "434 done jpg\n",
      "435 ./data//train_images/5066.png\n",
      "435 done jpg\n",
      "436 ./data//train_images/7124.png\n",
      "436 done jpg\n",
      "437 ./data//train_images/10327.png\n",
      "437 done jpg\n",
      "438 ./data//train_images/7193.png\n",
      "438 done jpg\n",
      "439 ./data//train_images/10081.png\n",
      "439 done jpg\n",
      "440 ./data//train_images/9643.png\n",
      "440 done jpg\n",
      "441 ./data//train_images/4241.png\n",
      "441 done jpg\n",
      "442 ./data//train_images/6816.png\n",
      "442 done jpg\n",
      "443 ./data//train_images/8343.png\n",
      "443 done jpg\n",
      "444 ./data//train_images/4719.png\n",
      "444 done jpg\n",
      "445 ./data//train_images/8671.png\n",
      "445 done jpg\n",
      "446 ./data//train_images/9188.png\n",
      "446 done jpg\n",
      "447 ./data//train_images/4774.png\n",
      "447 done jpg\n",
      "448 ./data//train_images/153.png\n",
      "448 done jpg\n",
      "449 ./data//train_images/9701.png\n",
      "449 done jpg\n",
      "450 ./data//train_images/4417.png\n",
      "450 done jpg\n",
      "451 ./data//train_images/10501.png\n",
      "451 done jpg\n",
      "452 ./data//train_images/833.png\n",
      "452 done jpg\n",
      "453 ./data//train_images/7655.png\n",
      "453 done jpg\n",
      "454 ./data//train_images/3159.png\n",
      "454 done jpg\n",
      "455 ./data//train_images/8982.png\n",
      "455 done jpg\n",
      "456 ./data//train_images/4027.png\n",
      "456 done jpg\n",
      "457 ./data//train_images/4740.png\n",
      "457 done jpg\n",
      "458 ./data//train_images/4342.png\n",
      "458 done jpg\n",
      "459 ./data//train_images/1611.png\n",
      "459 done jpg\n",
      "460 ./data//train_images/1784.png\n",
      "460 done jpg\n",
      "461 ./data//train_images/982.png\n",
      "461 done jpg\n",
      "462 ./data//train_images/3323.png\n",
      "462 done jpg\n",
      "463 ./data//train_images/8197.png\n",
      "463 done jpg\n",
      "464 ./data//train_images/667.png\n",
      "464 done jpg\n",
      "465 ./data//train_images/8896.png\n",
      "465 done jpg\n",
      "466 ./data//train_images/1943.png\n",
      "466 done jpg\n",
      "467 ./data//train_images/10409.png\n",
      "467 done jpg\n",
      "468 ./data//train_images/2378.png\n",
      "468 done jpg\n",
      "469 ./data//train_images/10246.png\n",
      "469 done jpg\n",
      "470 ./data//train_images/5712.png\n",
      "470 done jpg\n",
      "471 ./data//train_images/3157.png\n",
      "471 done jpg\n",
      "472 ./data//train_images/4259.png\n",
      "472 done jpg\n",
      "473 ./data//train_images/7277.png\n",
      "473 done jpg\n",
      "474 ./data//train_images/1704.png\n",
      "474 done jpg\n",
      "475 ./data//train_images/8950.png\n",
      "475 done jpg\n",
      "476 ./data//train_images/7246.png\n",
      "476 done jpg\n",
      "477 ./data//train_images/7090.png\n",
      "477 done jpg\n",
      "478 ./data//train_images/5761.png\n",
      "478 done jpg\n",
      "479 ./data//train_images/346.png\n",
      "479 done jpg\n",
      "480 ./data//train_images/7660.png\n",
      "480 done jpg\n",
      "481 ./data//train_images/8162.png\n",
      "481 done jpg\n",
      "482 ./data//train_images/9580.png\n",
      "482 done jpg\n",
      "483 ./data//train_images/6452.png\n",
      "483 done jpg\n",
      "484 ./data//train_images/4113.png\n",
      "484 done jpg\n",
      "485 ./data//train_images/569.png\n",
      "485 done jpg\n",
      "486 ./data//train_images/8850.png\n",
      "486 done jpg\n",
      "487 ./data//train_images/8601.png\n",
      "487 done jpg\n",
      "488 ./data//train_images/1785.png\n",
      "488 done jpg\n",
      "489 ./data//train_images/8080.png\n",
      "489 done jpg\n",
      "490 ./data//train_images/282.png\n",
      "490 done jpg\n",
      "491 ./data//train_images/2322.png\n",
      "491 done jpg\n",
      "492 ./data//train_images/10538.png\n",
      "492 done jpg\n",
      "493 ./data//train_images/1335.png\n",
      "493 done jpg\n",
      "494 ./data//train_images/6503.png\n",
      "494 done jpg\n",
      "495 ./data//train_images/2234.png\n",
      "495 done jpg\n",
      "496 ./data//train_images/3886.png\n",
      "496 done jpg\n",
      "497 ./data//train_images/4065.png\n",
      "497 done jpg\n",
      "498 ./data//train_images/10530.png\n",
      "498 done jpg\n",
      "499 ./data//train_images/5851.png\n",
      "499 done jpg\n",
      "500 ./data//train_images/832.png\n",
      "500 done jpg\n",
      "501 ./data//train_images/7209.png\n",
      "501 done jpg\n",
      "502 ./data//train_images/4425.png\n",
      "502 done jpg\n",
      "503 ./data//train_images/3335.png\n",
      "503 done jpg\n",
      "504 ./data//train_images/9776.png\n",
      "504 done jpg\n",
      "505 ./data//train_images/8620.png\n",
      "505 done jpg\n",
      "506 ./data//train_images/534.png\n",
      "506 done jpg\n",
      "507 ./data//train_images/9349.png\n",
      "507 done jpg\n",
      "508 ./data//train_images/1952.png\n",
      "508 done jpg\n",
      "509 ./data//train_images/2725.png\n",
      "509 done jpg\n",
      "510 ./data//train_images/6678.png\n",
      "510 done jpg\n",
      "511 ./data//train_images/8285.png\n",
      "511 done jpg\n",
      "512 ./data//train_images/3410.png\n",
      "512 done jpg\n",
      "513 ./data//train_images/7270.png\n",
      "513 done jpg\n",
      "514 ./data//train_images/8492.png\n",
      "514 done jpg\n",
      "515 ./data//train_images/2085.png\n",
      "515 done jpg\n",
      "516 ./data//train_images/8276.png\n",
      "516 done jpg\n",
      "517 ./data//train_images/9522.png\n",
      "517 done jpg\n",
      "518 ./data//train_images/4832.png\n",
      "518 done jpg\n",
      "519 ./data//train_images/265.png\n",
      "519 done jpg\n",
      "520 ./data//train_images/10179.png\n",
      "520 done jpg\n",
      "521 ./data//train_images/2573.png\n",
      "521 done jpg\n",
      "522 ./data//train_images/10040.png\n",
      "522 done jpg\n",
      "523 ./data//train_images/7339.png\n",
      "523 done jpg\n",
      "524 ./data//train_images/4710.png\n",
      "524 done jpg\n",
      "525 ./data//train_images/8940.png\n",
      "525 done jpg\n",
      "526 ./data//train_images/873.png\n",
      "526 done jpg\n",
      "527 ./data//train_images/563.png\n",
      "527 done jpg\n",
      "528 ./data//train_images/7365.png\n",
      "528 done jpg\n",
      "529 ./data//train_images/9669.png\n",
      "529 done jpg\n",
      "530 ./data//train_images/9342.png\n",
      "530 done jpg\n",
      "531 ./data//train_images/892.png\n",
      "531 done jpg\n",
      "532 ./data//train_images/8348.png\n",
      "532 done jpg\n",
      "533 ./data//train_images/9318.png\n",
      "533 done jpg\n",
      "534 ./data//train_images/1328.png\n",
      "534 done jpg\n",
      "535 ./data//train_images/10033.png\n",
      "535 done jpg\n",
      "536 ./data//train_images/226.png\n",
      "536 done jpg\n",
      "537 ./data//train_images/8125.png\n",
      "537 done jpg\n",
      "538 ./data//train_images/9830.png\n",
      "538 done jpg\n",
      "539 ./data//train_images/6772.png\n",
      "539 done jpg\n",
      "540 ./data//train_images/4595.png\n",
      "540 done jpg\n",
      "541 ./data//train_images/5688.png\n",
      "541 done jpg\n",
      "542 ./data//train_images/6905.png\n",
      "542 done jpg\n",
      "543 ./data//train_images/6663.png\n",
      "543 done jpg\n",
      "544 ./data//train_images/7899.png\n",
      "544 done jpg\n",
      "545 ./data//train_images/9798.png\n",
      "545 done jpg\n",
      "546 ./data//train_images/2495.png\n",
      "546 done jpg\n",
      "547 ./data//train_images/4251.png\n",
      "547 done jpg\n",
      "548 ./data//train_images/2853.png\n",
      "548 done jpg\n",
      "549 ./data//train_images/7694.png\n",
      "549 done jpg\n",
      "550 ./data//train_images/7666.png\n",
      "550 done jpg\n",
      "551 ./data//train_images/10532.png\n",
      "551 done jpg\n",
      "552 ./data//train_images/2142.png\n",
      "552 done jpg\n",
      "553 ./data//train_images/1812.png\n",
      "553 done jpg\n",
      "554 ./data//train_images/3486.png\n",
      "554 done jpg\n",
      "555 ./data//train_images/3006.png\n",
      "555 done jpg\n",
      "556 ./data//train_images/7351.png\n",
      "556 done jpg\n",
      "557 ./data//train_images/5561.png\n",
      "557 done jpg\n",
      "558 ./data//train_images/6994.png\n",
      "558 done jpg\n",
      "559 ./data//train_images/1951.png\n",
      "559 done jpg\n",
      "560 ./data//train_images/7856.png\n",
      "560 done jpg\n",
      "561 ./data//train_images/10338.png\n",
      "561 done jpg\n",
      "562 ./data//train_images/7235.png\n",
      "562 done jpg\n",
      "563 ./data//train_images/3463.png\n",
      "563 done jpg\n",
      "564 ./data//train_images/1637.png\n",
      "564 done jpg\n",
      "565 ./data//train_images/10328.png\n",
      "565 done jpg\n",
      "566 ./data//train_images/3642.png\n",
      "566 done jpg\n",
      "567 ./data//train_images/7230.png\n",
      "567 done jpg\n",
      "568 ./data//train_images/2460.png\n",
      "568 done jpg\n",
      "569 ./data//train_images/2492.png\n",
      "569 done jpg\n",
      "570 ./data//train_images/2457.png\n",
      "570 done jpg\n",
      "571 ./data//train_images/3921.png\n",
      "571 done jpg\n",
      "572 ./data//train_images/6549.png\n",
      "572 done jpg\n",
      "573 ./data//train_images/8867.png\n",
      "573 done jpg\n",
      "574 ./data//train_images/3403.png\n",
      "574 done jpg\n",
      "575 ./data//train_images/2747.png\n",
      "575 done jpg\n",
      "576 ./data//train_images/4235.png\n",
      "576 done jpg\n",
      "577 ./data//train_images/2897.png\n",
      "577 done jpg\n",
      "578 ./data//train_images/9540.png\n",
      "578 done jpg\n",
      "579 ./data//train_images/8641.png\n",
      "579 done jpg\n",
      "580 ./data//train_images/7969.png\n",
      "580 done jpg\n",
      "581 ./data//train_images/3365.png\n",
      "581 done jpg\n",
      "582 ./data//train_images/1290.png\n",
      "582 done jpg\n",
      "583 ./data//train_images/2665.png\n",
      "583 done jpg\n",
      "584 ./data//train_images/769.png\n",
      "584 done jpg\n",
      "585 ./data//train_images/8085.png\n",
      "585 done jpg\n",
      "586 ./data//train_images/1877.png\n",
      "586 done jpg\n",
      "587 ./data//train_images/2826.png\n",
      "587 done jpg\n",
      "588 ./data//train_images/8602.png\n",
      "588 done jpg\n",
      "589 ./data//train_images/755.png\n",
      "589 done jpg\n",
      "590 ./data//train_images/6230.png\n",
      "590 done jpg\n",
      "591 ./data//train_images/5016.png\n",
      "591 done jpg\n",
      "592 ./data//train_images/7747.png\n",
      "592 done jpg\n",
      "593 ./data//train_images/3981.png\n",
      "593 done jpg\n",
      "594 ./data//train_images/2981.png\n",
      "594 done jpg\n",
      "595 ./data//train_images/5313.png\n",
      "595 done jpg\n",
      "596 ./data//train_images/1988.png\n",
      "596 done jpg\n",
      "597 ./data//train_images/5771.png\n",
      "597 done jpg\n",
      "598 ./data//train_images/1189.png\n",
      "598 done jpg\n",
      "599 ./data//train_images/1973.png\n",
      "599 done jpg\n",
      "600 ./data//train_images/4755.png\n",
      "600 done jpg\n",
      "601 ./data//train_images/4070.png\n",
      "601 done jpg\n",
      "602 ./data//train_images/6878.png\n",
      "602 done jpg\n",
      "603 ./data//train_images/1746.png\n",
      "603 done jpg\n",
      "604 ./data//train_images/1319.png\n",
      "604 done jpg\n",
      "605 ./data//train_images/4727.png\n",
      "605 done jpg\n",
      "606 ./data//train_images/10136.png\n",
      "606 done jpg\n",
      "607 ./data//train_images/4401.png\n",
      "607 done jpg\n",
      "608 ./data//train_images/4689.png\n",
      "608 done jpg\n",
      "609 ./data//train_images/1905.png\n",
      "609 done jpg\n",
      "610 ./data//train_images/4938.png\n",
      "610 done jpg\n",
      "611 ./data//train_images/3396.png\n",
      "611 done jpg\n",
      "612 ./data//train_images/8061.png\n",
      "612 done jpg\n",
      "613 ./data//train_images/5730.png\n",
      "613 done jpg\n",
      "614 ./data//train_images/3626.png\n",
      "614 done jpg\n",
      "615 ./data//train_images/2019.png\n",
      "615 done jpg\n",
      "616 ./data//train_images/9931.png\n",
      "616 done jpg\n",
      "617 ./data//train_images/4396.png\n",
      "617 done jpg\n",
      "618 ./data//train_images/2738.png\n",
      "618 done jpg\n",
      "619 ./data//train_images/5348.png\n",
      "619 done jpg\n",
      "620 ./data//train_images/6122.png\n",
      "620 done jpg\n",
      "621 ./data//train_images/2603.png\n",
      "621 done jpg\n",
      "622 ./data//train_images/2945.png\n",
      "622 done jpg\n",
      "623 ./data//train_images/8133.png\n",
      "623 done jpg\n",
      "624 ./data//train_images/142.png\n",
      "624 done jpg\n",
      "625 ./data//train_images/685.png\n",
      "625 done jpg\n",
      "626 ./data//train_images/10007.png\n",
      "626 done jpg\n",
      "627 ./data//train_images/3749.png\n",
      "627 done jpg\n",
      "628 ./data//train_images/2530.png\n",
      "628 done jpg\n",
      "629 ./data//train_images/10036.png\n",
      "629 done jpg\n",
      "630 ./data//train_images/3233.png\n",
      "630 done jpg\n",
      "631 ./data//train_images/8805.png\n",
      "631 done jpg\n",
      "632 ./data//train_images/9735.png\n",
      "632 done jpg\n",
      "633 ./data//train_images/1706.png\n",
      "633 done jpg\n",
      "634 ./data//train_images/4632.png\n",
      "634 done jpg\n",
      "635 ./data//train_images/1071.png\n",
      "635 done jpg\n",
      "636 ./data//train_images/2276.png\n",
      "636 done jpg\n",
      "637 ./data//train_images/4354.png\n",
      "637 done jpg\n",
      "638 ./data//train_images/8892.png\n",
      "638 done jpg\n",
      "639 ./data//train_images/5406.png\n",
      "639 done jpg\n",
      "640 ./data//train_images/9726.png\n",
      "640 done jpg\n",
      "641 ./data//train_images/653.png\n",
      "641 done jpg\n",
      "642 ./data//train_images/2798.png\n",
      "642 done jpg\n",
      "643 ./data//train_images/701.png\n",
      "643 done jpg\n",
      "644 ./data//train_images/7384.png\n",
      "644 done jpg\n",
      "645 ./data//train_images/958.png\n",
      "645 done jpg\n",
      "646 ./data//train_images/9836.png\n",
      "646 done jpg\n",
      "647 ./data//train_images/1730.png\n",
      "647 done jpg\n",
      "648 ./data//train_images/8698.png\n",
      "648 done jpg\n",
      "649 ./data//train_images/5318.png\n",
      "649 done jpg\n",
      "650 ./data//train_images/6518.png\n",
      "650 done jpg\n",
      "651 ./data//train_images/17.png\n",
      "651 done jpg\n",
      "652 ./data//train_images/3472.png\n",
      "652 done jpg\n",
      "653 ./data//train_images/6227.png\n",
      "653 done jpg\n",
      "654 ./data//train_images/2888.png\n",
      "654 done jpg\n",
      "655 ./data//train_images/7842.png\n",
      "655 done jpg\n",
      "656 ./data//train_images/8629.png\n",
      "656 done jpg\n",
      "657 ./data//train_images/3539.png\n",
      "657 done jpg\n",
      "658 ./data//train_images/3866.png\n",
      "658 done jpg\n",
      "659 ./data//train_images/5400.png\n",
      "659 done jpg\n",
      "660 ./data//train_images/8960.png\n",
      "660 done jpg\n",
      "661 ./data//train_images/6058.png\n",
      "661 done jpg\n",
      "662 ./data//train_images/9321.png\n",
      "662 done jpg\n",
      "663 ./data//train_images/2841.png\n",
      "663 done jpg\n",
      "664 ./data//train_images/5165.png\n",
      "664 done jpg\n",
      "665 ./data//train_images/1355.png\n",
      "665 done jpg\n",
      "666 ./data//train_images/4188.png\n",
      "666 done jpg\n",
      "667 ./data//train_images/9995.png\n",
      "667 done jpg\n",
      "668 ./data//train_images/2188.png\n",
      "668 done jpg\n",
      "669 ./data//train_images/9922.png\n",
      "669 done jpg\n",
      "670 ./data//train_images/10109.png\n",
      "670 done jpg\n",
      "671 ./data//train_images/3443.png\n",
      "671 done jpg\n",
      "672 ./data//train_images/6217.png\n",
      "672 done jpg\n",
      "673 ./data//train_images/6380.png\n",
      "673 done jpg\n",
      "674 ./data//train_images/96.png\n",
      "674 done jpg\n",
      "675 ./data//train_images/4630.png\n",
      "675 done jpg\n",
      "676 ./data//train_images/8316.png\n",
      "676 done jpg\n",
      "677 ./data//train_images/8389.png\n",
      "677 done jpg\n",
      "678 ./data//train_images/8277.png\n",
      "678 done jpg\n",
      "679 ./data//train_images/3527.png\n",
      "679 done jpg\n",
      "680 ./data//train_images/1303.png\n",
      "680 done jpg\n",
      "681 ./data//train_images/5865.png\n",
      "681 done jpg\n",
      "682 ./data//train_images/10087.png\n",
      "682 done jpg\n",
      "683 ./data//train_images/7426.png\n",
      "683 done jpg\n",
      "684 ./data//train_images/1550.png\n",
      "684 done jpg\n",
      "685 ./data//train_images/8156.png\n",
      "685 done jpg\n",
      "686 ./data//train_images/9528.png\n",
      "686 done jpg\n",
      "687 ./data//train_images/5972.png\n",
      "687 done jpg\n",
      "688 ./data//train_images/6267.png\n",
      "688 done jpg\n",
      "689 ./data//train_images/967.png\n",
      "689 done jpg\n",
      "690 ./data//train_images/4952.png\n",
      "690 done jpg\n",
      "691 ./data//train_images/2001.png\n",
      "691 done jpg\n",
      "692 ./data//train_images/4154.png\n",
      "692 done jpg\n",
      "693 ./data//train_images/5300.png\n",
      "693 done jpg\n",
      "694 ./data//train_images/7087.png\n",
      "694 done jpg\n",
      "695 ./data//train_images/706.png\n",
      "695 done jpg\n",
      "696 ./data//train_images/2443.png\n",
      "696 done jpg\n",
      "697 ./data//train_images/3868.png\n",
      "697 done jpg\n",
      "698 ./data//train_images/1341.png\n",
      "698 done jpg\n",
      "699 ./data//train_images/7611.png\n",
      "699 done jpg\n",
      "700 ./data//train_images/2691.png\n",
      "700 done jpg\n",
      "701 ./data//train_images/10466.png\n",
      "701 done jpg\n",
      "702 ./data//train_images/7073.png\n",
      "702 done jpg\n",
      "703 ./data//train_images/7906.png\n",
      "703 done jpg\n",
      "704 ./data//train_images/2870.png\n",
      "704 done jpg\n",
      "705 ./data//train_images/3389.png\n",
      "705 done jpg\n",
      "706 ./data//train_images/4499.png\n",
      "706 done jpg\n",
      "707 ./data//train_images/650.png\n",
      "707 done jpg\n",
      "708 ./data//train_images/3683.png\n",
      "708 done jpg\n",
      "709 ./data//train_images/21.png\n",
      "709 done jpg\n",
      "710 ./data//train_images/3570.png\n",
      "710 done jpg\n",
      "711 ./data//train_images/3352.png\n",
      "711 done jpg\n",
      "712 ./data//train_images/5936.png\n",
      "712 done jpg\n",
      "713 ./data//train_images/835.png\n",
      "713 done jpg\n",
      "714 ./data//train_images/1567.png\n",
      "714 done jpg\n",
      "715 ./data//train_images/8375.png\n",
      "715 done jpg\n",
      "716 ./data//train_images/8053.png\n",
      "716 done jpg\n",
      "717 ./data//train_images/8971.png\n",
      "717 done jpg\n",
      "718 ./data//train_images/9067.png\n",
      "718 done jpg\n",
      "719 ./data//train_images/6649.png\n",
      "719 done jpg\n",
      "720 ./data//train_images/3153.png\n",
      "720 done jpg\n",
      "721 ./data//train_images/10301.png\n",
      "721 done jpg\n",
      "722 ./data//train_images/5107.png\n",
      "722 done jpg\n",
      "723 ./data//train_images/6580.png\n",
      "723 done jpg\n",
      "724 ./data//train_images/7156.png\n",
      "724 done jpg\n",
      "725 ./data//train_images/8264.png\n",
      "725 done jpg\n",
      "726 ./data//train_images/7355.png\n",
      "726 done jpg\n",
      "727 ./data//train_images/5938.png\n",
      "727 done jpg\n",
      "728 ./data//train_images/7626.png\n",
      "728 done jpg\n",
      "729 ./data//train_images/1065.png\n",
      "729 done jpg\n",
      "730 ./data//train_images/8313.png\n",
      "730 done jpg\n",
      "731 ./data//train_images/1702.png\n",
      "731 done jpg\n",
      "732 ./data//train_images/6358.png\n",
      "732 done jpg\n",
      "733 ./data//train_images/23.png\n",
      "733 done jpg\n",
      "734 ./data//train_images/5707.png\n",
      "734 done jpg\n",
      "735 ./data//train_images/736.png\n",
      "735 done jpg\n",
      "736 ./data//train_images/7696.png\n",
      "736 done jpg\n",
      "737 ./data//train_images/9725.png\n",
      "737 done jpg\n",
      "738 ./data//train_images/8367.png\n",
      "738 done jpg\n",
      "739 ./data//train_images/1045.png\n",
      "739 done jpg\n",
      "740 ./data//train_images/2377.png\n",
      "740 done jpg\n",
      "741 ./data//train_images/1484.png\n",
      "741 done jpg\n",
      "742 ./data//train_images/8021.png\n",
      "742 done jpg\n",
      "743 ./data//train_images/9774.png\n",
      "743 done jpg\n",
      "744 ./data//train_images/5710.png\n",
      "744 done jpg\n",
      "745 ./data//train_images/740.png\n",
      "745 done jpg\n",
      "746 ./data//train_images/5018.png\n",
      "746 done jpg\n",
      "747 ./data//train_images/9234.png\n",
      "747 done jpg\n",
      "748 ./data//train_images/9660.png\n",
      "748 done jpg\n",
      "749 ./data//train_images/9507.png\n",
      "749 done jpg\n",
      "750 ./data//train_images/45.png\n",
      "750 done jpg\n",
      "751 ./data//train_images/2703.png\n",
      "751 done jpg\n",
      "752 ./data//train_images/5533.png\n",
      "752 done jpg\n",
      "753 ./data//train_images/33.png\n",
      "753 done jpg\n",
      "754 ./data//train_images/1425.png\n",
      "754 done jpg\n",
      "755 ./data//train_images/2128.png\n",
      "755 done jpg\n",
      "756 ./data//train_images/10471.png\n",
      "756 done jpg\n",
      "757 ./data//train_images/10363.png\n",
      "757 done jpg\n",
      "758 ./data//train_images/2029.png\n",
      "758 done jpg\n",
      "759 ./data//train_images/7762.png\n",
      "759 done jpg\n",
      "760 ./data//train_images/9169.png\n",
      "760 done jpg\n",
      "761 ./data//train_images/3432.png\n",
      "761 done jpg\n",
      "762 ./data//train_images/6448.png\n",
      "762 done jpg\n",
      "763 ./data//train_images/3087.png\n",
      "763 done jpg\n",
      "764 ./data//train_images/3043.png\n",
      "764 done jpg\n",
      "765 ./data//train_images/4500.png\n",
      "765 done jpg\n",
      "766 ./data//train_images/9702.png\n",
      "766 done jpg\n",
      "767 ./data//train_images/9840.png\n",
      "767 done jpg\n",
      "768 ./data//train_images/2211.png\n",
      "768 done jpg\n",
      "769 ./data//train_images/4885.png\n",
      "769 done jpg\n",
      "770 ./data//train_images/2468.png\n",
      "770 done jpg\n",
      "771 ./data//train_images/5976.png\n",
      "771 done jpg\n",
      "772 ./data//train_images/5822.png\n",
      "772 done jpg\n",
      "773 ./data//train_images/4178.png\n",
      "773 done jpg\n",
      "774 ./data//train_images/5765.png\n",
      "774 done jpg\n",
      "775 ./data//train_images/4380.png\n",
      "775 done jpg\n",
      "776 ./data//train_images/5465.png\n",
      "776 done jpg\n",
      "777 ./data//train_images/1087.png\n",
      "777 done jpg\n",
      "778 ./data//train_images/9561.png\n",
      "778 done jpg\n",
      "779 ./data//train_images/3896.png\n",
      "779 done jpg\n",
      "780 ./data//train_images/7338.png\n",
      "780 done jpg\n",
      "781 ./data//train_images/6207.png\n",
      "781 done jpg\n",
      "782 ./data//train_images/9864.png\n",
      "782 done jpg\n",
      "783 ./data//train_images/10233.png\n",
      "783 done jpg\n",
      "784 ./data//train_images/515.png\n",
      "784 done jpg\n",
      "785 ./data//train_images/5.png\n",
      "785 done jpg\n",
      "786 ./data//train_images/6842.png\n",
      "786 done jpg\n",
      "787 ./data//train_images/3214.png\n",
      "787 done jpg\n",
      "788 ./data//train_images/1698.png\n",
      "788 done jpg\n",
      "789 ./data//train_images/6925.png\n",
      "789 done jpg\n",
      "790 ./data//train_images/6806.png\n",
      "790 done jpg\n",
      "791 ./data//train_images/10235.png\n",
      "791 done jpg\n",
      "792 ./data//train_images/1551.png\n",
      "792 done jpg\n",
      "793 ./data//train_images/6791.png\n",
      "793 done jpg\n",
      "794 ./data//train_images/4431.png\n",
      "794 done jpg\n",
      "795 ./data//train_images/4366.png\n",
      "795 done jpg\n",
      "796 ./data//train_images/8137.png\n",
      "796 done jpg\n",
      "797 ./data//train_images/1838.png\n",
      "797 done jpg\n",
      "798 ./data//train_images/3970.png\n",
      "798 done jpg\n",
      "799 ./data//train_images/9553.png\n",
      "799 done jpg\n",
      "800 ./data//train_images/4876.png\n",
      "800 done jpg\n",
      "801 ./data//train_images/3485.png\n",
      "801 done jpg\n",
      "802 ./data//train_images/5385.png\n",
      "802 done jpg\n",
      "803 ./data//train_images/3871.png\n",
      "803 done jpg\n",
      "804 ./data//train_images/1913.png\n",
      "804 done jpg\n",
      "805 ./data//train_images/1946.png\n",
      "805 done jpg\n",
      "806 ./data//train_images/3464.png\n",
      "806 done jpg\n",
      "807 ./data//train_images/1859.png\n",
      "807 done jpg\n",
      "808 ./data//train_images/10297.png\n",
      "808 done jpg\n",
      "809 ./data//train_images/2330.png\n",
      "809 done jpg\n",
      "810 ./data//train_images/1082.png\n",
      "810 done jpg\n",
      "811 ./data//train_images/4545.png\n",
      "811 done jpg\n",
      "812 ./data//train_images/2527.png\n",
      "812 done jpg\n",
      "813 ./data//train_images/1717.png\n",
      "813 done jpg\n",
      "814 ./data//train_images/9996.png\n",
      "814 done jpg\n",
      "815 ./data//train_images/790.png\n",
      "815 done jpg\n",
      "816 ./data//train_images/9577.png\n",
      "816 done jpg\n",
      "817 ./data//train_images/6271.png\n",
      "817 done jpg\n",
      "818 ./data//train_images/942.png\n",
      "818 done jpg\n",
      "819 ./data//train_images/7692.png\n",
      "819 done jpg\n",
      "820 ./data//train_images/1926.png\n",
      "820 done jpg\n",
      "821 ./data//train_images/9363.png\n",
      "821 done jpg\n",
      "822 ./data//train_images/9855.png\n",
      "822 done jpg\n",
      "823 ./data//train_images/4063.png\n",
      "823 done jpg\n",
      "824 ./data//train_images/4971.png\n",
      "824 done jpg\n",
      "825 ./data//train_images/2214.png\n",
      "825 done jpg\n",
      "826 ./data//train_images/7904.png\n",
      "826 done jpg\n",
      "827 ./data//train_images/9145.png\n",
      "827 done jpg\n",
      "828 ./data//train_images/6302.png\n",
      "828 done jpg\n",
      "829 ./data//train_images/6192.png\n",
      "829 done jpg\n",
      "830 ./data//train_images/2731.png\n",
      "830 done jpg\n",
      "831 ./data//train_images/6090.png\n",
      "831 done jpg\n",
      "832 ./data//train_images/8576.png\n",
      "832 done jpg\n",
      "833 ./data//train_images/7543.png\n",
      "833 done jpg\n",
      "834 ./data//train_images/2901.png\n",
      "834 done jpg\n",
      "835 ./data//train_images/1224.png\n",
      "835 done jpg\n",
      "836 ./data//train_images/4743.png\n",
      "836 done jpg\n",
      "837 ./data//train_images/6099.png\n",
      "837 done jpg\n",
      "838 ./data//train_images/10061.png\n",
      "838 done jpg\n",
      "839 ./data//train_images/4129.png\n",
      "839 done jpg\n",
      "840 ./data//train_images/2942.png\n",
      "840 done jpg\n",
      "841 ./data//train_images/5246.png\n",
      "841 done jpg\n",
      "842 ./data//train_images/1985.png\n",
      "842 done jpg\n",
      "843 ./data//train_images/2466.png\n",
      "843 done jpg\n",
      "844 ./data//train_images/10488.png\n",
      "844 done jpg\n",
      "845 ./data//train_images/2663.png\n",
      "845 done jpg\n",
      "846 ./data//train_images/10435.png\n",
      "846 done jpg\n",
      "847 ./data//train_images/6477.png\n",
      "847 done jpg\n",
      "848 ./data//train_images/7162.png\n",
      "848 done jpg\n",
      "849 ./data//train_images/2491.png\n",
      "849 done jpg\n",
      "850 ./data//train_images/2319.png\n",
      "850 done jpg\n",
      "851 ./data//train_images/4626.png\n",
      "851 done jpg\n",
      "852 ./data//train_images/6782.png\n",
      "852 done jpg\n",
      "853 ./data//train_images/7437.png\n",
      "853 done jpg\n",
      "854 ./data//train_images/7319.png\n",
      "854 done jpg\n",
      "855 ./data//train_images/7211.png\n",
      "855 done jpg\n",
      "856 ./data//train_images/7998.png\n",
      "856 done jpg\n",
      "857 ./data//train_images/5968.png\n",
      "857 done jpg\n",
      "858 ./data//train_images/4405.png\n",
      "858 done jpg\n",
      "859 ./data//train_images/4537.png\n",
      "859 done jpg\n",
      "860 ./data//train_images/7730.png\n",
      "860 done jpg\n",
      "861 ./data//train_images/3837.png\n",
      "861 done jpg\n",
      "862 ./data//train_images/7945.png\n",
      "862 done jpg\n",
      "863 ./data//train_images/3832.png\n",
      "863 done jpg\n",
      "864 ./data//train_images/10222.png\n",
      "864 done jpg\n",
      "865 ./data//train_images/151.png\n",
      "865 done jpg\n",
      "866 ./data//train_images/5998.png\n",
      "866 done jpg\n",
      "867 ./data//train_images/3121.png\n",
      "867 done jpg\n",
      "868 ./data//train_images/8779.png\n",
      "868 done jpg\n",
      "869 ./data//train_images/7818.png\n",
      "869 done jpg\n",
      "870 ./data//train_images/1044.png\n",
      "870 done jpg\n",
      "871 ./data//train_images/8203.png\n",
      "871 done jpg\n",
      "872 ./data//train_images/5238.png\n",
      "872 done jpg\n",
      "873 ./data//train_images/2205.png\n",
      "873 done jpg\n",
      "874 ./data//train_images/3109.png\n",
      "874 done jpg\n",
      "875 ./data//train_images/3967.png\n",
      "875 done jpg\n",
      "876 ./data//train_images/3588.png\n",
      "876 done jpg\n",
      "877 ./data//train_images/6976.png\n",
      "877 done jpg\n",
      "878 ./data//train_images/9431.png\n",
      "878 done jpg\n",
      "879 ./data//train_images/2785.png\n",
      "879 done jpg\n",
      "880 ./data//train_images/3489.png\n",
      "880 done jpg\n",
      "881 ./data//train_images/3566.png\n",
      "881 done jpg\n",
      "882 ./data//train_images/9008.png\n",
      "882 done jpg\n",
      "883 ./data//train_images/633.png\n",
      "883 done jpg\n",
      "884 ./data//train_images/2800.png\n",
      "884 done jpg\n",
      "885 ./data//train_images/1894.png\n",
      "885 done jpg\n",
      "886 ./data//train_images/2856.png\n",
      "886 done jpg\n",
      "887 ./data//train_images/9987.png\n",
      "887 done jpg\n",
      "888 ./data//train_images/9847.png\n",
      "888 done jpg\n",
      "889 ./data//train_images/4502.png\n",
      "889 done jpg\n",
      "890 ./data//train_images/3279.png\n",
      "890 done jpg\n",
      "891 ./data//train_images/5040.png\n",
      "891 done jpg\n",
      "892 ./data//train_images/6504.png\n",
      "892 done jpg\n",
      "893 ./data//train_images/5458.png\n",
      "893 done jpg\n",
      "894 ./data//train_images/3385.png\n",
      "894 done jpg\n",
      "895 ./data//train_images/10373.png\n",
      "895 done jpg\n",
      "896 ./data//train_images/4963.png\n",
      "896 done jpg\n",
      "897 ./data//train_images/4641.png\n",
      "897 done jpg\n",
      "898 ./data//train_images/5266.png\n",
      "898 done jpg\n",
      "899 ./data//train_images/860.png\n",
      "899 done jpg\n",
      "900 ./data//train_images/9301.png\n",
      "900 done jpg\n",
      "901 ./data//train_images/6471.png\n",
      "901 done jpg\n",
      "902 ./data//train_images/5634.png\n",
      "902 done jpg\n",
      "903 ./data//train_images/9621.png\n",
      "903 done jpg\n",
      "904 ./data//train_images/4556.png\n",
      "904 done jpg\n",
      "905 ./data//train_images/3843.png\n",
      "905 done jpg\n",
      "906 ./data//train_images/10234.png\n",
      "906 done jpg\n",
      "907 ./data//train_images/1248.png\n",
      "907 done jpg\n",
      "908 ./data//train_images/488.png\n",
      "908 done jpg\n",
      "909 ./data//train_images/4670.png\n",
      "909 done jpg\n",
      "910 ./data//train_images/6456.png\n",
      "910 done jpg\n",
      "911 ./data//train_images/966.png\n",
      "911 done jpg\n",
      "912 ./data//train_images/9707.png\n",
      "912 done jpg\n",
      "913 ./data//train_images/4705.png\n",
      "913 done jpg\n",
      "914 ./data//train_images/3634.png\n",
      "914 done jpg\n",
      "915 ./data//train_images/7927.png\n",
      "915 done jpg\n",
      "916 ./data//train_images/4594.png\n",
      "916 done jpg\n",
      "917 ./data//train_images/5265.png\n",
      "917 done jpg\n",
      "918 ./data//train_images/4045.png\n",
      "918 done jpg\n",
      "919 ./data//train_images/10305.png\n",
      "919 done jpg\n",
      "920 ./data//train_images/5260.png\n",
      "920 done jpg\n",
      "921 ./data//train_images/2568.png\n",
      "921 done jpg\n",
      "922 ./data//train_images/4889.png\n",
      "922 done jpg\n",
      "923 ./data//train_images/8848.png\n",
      "923 done jpg\n",
      "924 ./data//train_images/4162.png\n",
      "924 done jpg\n",
      "925 ./data//train_images/2790.png\n",
      "925 done jpg\n",
      "926 ./data//train_images/2529.png\n",
      "926 done jpg\n",
      "927 ./data//train_images/4967.png\n",
      "927 done jpg\n",
      "928 ./data//train_images/9741.png\n",
      "928 done jpg\n",
      "929 ./data//train_images/493.png\n",
      "929 done jpg\n",
      "930 ./data//train_images/9837.png\n",
      "930 done jpg\n",
      "931 ./data//train_images/8529.png\n",
      "931 done jpg\n",
      "932 ./data//train_images/9584.png\n",
      "932 done jpg\n",
      "933 ./data//train_images/5094.png\n",
      "933 done jpg\n",
      "934 ./data//train_images/1157.png\n",
      "934 done jpg\n",
      "935 ./data//train_images/9107.png\n",
      "935 done jpg\n",
      "936 ./data//train_images/6307.png\n",
      "936 done jpg\n",
      "937 ./data//train_images/6814.png\n",
      "937 done jpg\n",
      "938 ./data//train_images/5826.png\n",
      "938 done jpg\n",
      "939 ./data//train_images/10034.png\n",
      "939 done jpg\n",
      "940 ./data//train_images/8394.png\n",
      "940 done jpg\n",
      "941 ./data//train_images/2078.png\n",
      "941 done jpg\n",
      "942 ./data//train_images/4928.png\n",
      "942 done jpg\n",
      "943 ./data//train_images/9977.png\n",
      "943 done jpg\n",
      "944 ./data//train_images/5923.png\n",
      "944 done jpg\n",
      "945 ./data//train_images/6794.png\n",
      "945 done jpg\n",
      "946 ./data//train_images/9114.png\n",
      "946 done jpg\n",
      "947 ./data//train_images/4843.png\n",
      "947 done jpg\n",
      "948 ./data//train_images/8087.png\n",
      "948 done jpg\n",
      "949 ./data//train_images/1214.png\n",
      "949 done jpg\n",
      "950 ./data//train_images/6097.png\n",
      "950 done jpg\n",
      "951 ./data//train_images/5850.png\n",
      "951 done jpg\n",
      "952 ./data//train_images/472.png\n",
      "952 done jpg\n",
      "953 ./data//train_images/5155.png\n",
      "953 done jpg\n",
      "954 ./data//train_images/4505.png\n",
      "954 done jpg\n",
      "955 ./data//train_images/1486.png\n",
      "955 done jpg\n",
      "956 ./data//train_images/10258.png\n",
      "956 done jpg\n",
      "957 ./data//train_images/1888.png\n",
      "957 done jpg\n",
      "958 ./data//train_images/6205.png\n",
      "958 done jpg\n",
      "959 ./data//train_images/4815.png\n",
      "959 done jpg\n",
      "960 ./data//train_images/3477.png\n",
      "960 done jpg\n",
      "961 ./data//train_images/981.png\n",
      "961 done jpg\n",
      "962 ./data//train_images/9542.png\n",
      "962 done jpg\n",
      "963 ./data//train_images/1739.png\n",
      "963 done jpg\n",
      "964 ./data//train_images/1435.png\n",
      "964 done jpg\n",
      "965 ./data//train_images/7736.png\n",
      "965 done jpg\n",
      "966 ./data//train_images/9680.png\n",
      "966 done jpg\n",
      "967 ./data//train_images/1895.png\n",
      "967 done jpg\n",
      "968 ./data//train_images/6279.png\n",
      "968 done jpg\n",
      "969 ./data//train_images/4842.png\n",
      "969 done jpg\n",
      "970 ./data//train_images/3879.png\n",
      "970 done jpg\n",
      "971 ./data//train_images/8975.png\n",
      "971 done jpg\n",
      "972 ./data//train_images/9174.png\n",
      "972 done jpg\n",
      "973 ./data//train_images/8824.png\n",
      "973 done jpg\n",
      "974 ./data//train_images/7056.png\n",
      "974 done jpg\n",
      "975 ./data//train_images/4474.png\n",
      "975 done jpg\n",
      "976 ./data//train_images/6193.png\n",
      "976 done jpg\n",
      "977 ./data//train_images/6255.png\n",
      "977 done jpg\n",
      "978 ./data//train_images/3151.png\n",
      "978 done jpg\n",
      "979 ./data//train_images/2033.png\n",
      "979 done jpg\n",
      "980 ./data//train_images/6117.png\n",
      "980 done jpg\n",
      "981 ./data//train_images/6140.png\n",
      "981 done jpg\n",
      "982 ./data//train_images/8291.png\n",
      "982 done jpg\n",
      "983 ./data//train_images/9689.png\n",
      "983 done jpg\n",
      "984 ./data//train_images/987.png\n",
      "984 done jpg\n",
      "985 ./data//train_images/8428.png\n",
      "985 done jpg\n",
      "986 ./data//train_images/2107.png\n",
      "986 done jpg\n",
      "987 ./data//train_images/5057.png\n",
      "987 done jpg\n",
      "988 ./data//train_images/3894.png\n",
      "988 done jpg\n",
      "989 ./data//train_images/3767.png\n",
      "989 done jpg\n",
      "990 ./data//train_images/7710.png\n",
      "990 done jpg\n",
      "991 ./data//train_images/6352.png\n",
      "991 done jpg\n",
      "992 ./data//train_images/8073.png\n",
      "992 done jpg\n",
      "993 ./data//train_images/9929.png\n",
      "993 done jpg\n",
      "994 ./data//train_images/3508.png\n",
      "994 done jpg\n",
      "995 ./data//train_images/104.png\n",
      "995 done jpg\n",
      "996 ./data//train_images/2446.png\n",
      "996 done jpg\n",
      "997 ./data//train_images/2020.png\n",
      "997 done jpg\n",
      "998 ./data//train_images/234.png\n",
      "998 done jpg\n",
      "999 ./data//train_images/1239.png\n",
      "999 done jpg\n",
      "1000 ./data//train_images/6382.png\n",
      "1000 done jpg\n",
      "1001 ./data//train_images/5049.png\n",
      "1001 done jpg\n",
      "1002 ./data//train_images/5664.png\n",
      "1002 done jpg\n",
      "1003 ./data//train_images/5243.png\n",
      "1003 done jpg\n",
      "1004 ./data//train_images/4118.png\n",
      "1004 done jpg\n",
      "1005 ./data//train_images/1305.png\n",
      "1005 done jpg\n",
      "1006 ./data//train_images/222.png\n",
      "1006 done jpg\n",
      "1007 ./data//train_images/5609.png\n",
      "1007 done jpg\n",
      "1008 ./data//train_images/3652.png\n",
      "1008 done jpg\n",
      "1009 ./data//train_images/2814.png\n",
      "1009 done jpg\n",
      "1010 ./data//train_images/5422.png\n",
      "1010 done jpg\n",
      "1011 ./data//train_images/10169.png\n",
      "1011 done jpg\n",
      "1012 ./data//train_images/10002.png\n",
      "1012 done jpg\n",
      "1013 ./data//train_images/7536.png\n",
      "1013 done jpg\n",
      "1014 ./data//train_images/7470.png\n",
      "1014 done jpg\n",
      "1015 ./data//train_images/3905.png\n",
      "1015 done jpg\n",
      "1016 ./data//train_images/2008.png\n",
      "1016 done jpg\n",
      "1017 ./data//train_images/799.png\n",
      "1017 done jpg\n",
      "1018 ./data//train_images/9546.png\n",
      "1018 done jpg\n",
      "1019 ./data//train_images/3557.png\n",
      "1019 done jpg\n",
      "1020 ./data//train_images/8170.png\n",
      "1020 done jpg\n",
      "1021 ./data//train_images/10543.png\n",
      "1021 done jpg\n",
      "1022 ./data//train_images/3589.png\n",
      "1022 done jpg\n",
      "1023 ./data//train_images/5468.png\n",
      "1023 done jpg\n",
      "1024 ./data//train_images/1318.png\n",
      "1024 done jpg\n",
      "1025 ./data//train_images/2126.png\n",
      "1025 done jpg\n",
      "1026 ./data//train_images/3338.png\n",
      "1026 done jpg\n",
      "1027 ./data//train_images/3734.png\n",
      "1027 done jpg\n",
      "1028 ./data//train_images/10575.png\n",
      "1028 done jpg\n",
      "1029 ./data//train_images/3704.png\n",
      "1029 done jpg\n",
      "1030 ./data//train_images/875.png\n",
      "1030 done jpg\n",
      "1031 ./data//train_images/7023.png\n",
      "1031 done jpg\n",
      "1032 ./data//train_images/9180.png\n",
      "1032 done jpg\n",
      "1033 ./data//train_images/3245.png\n",
      "1033 done jpg\n",
      "1034 ./data//train_images/4539.png\n",
      "1034 done jpg\n",
      "1035 ./data//train_images/184.png\n",
      "1035 done jpg\n",
      "1036 ./data//train_images/412.png\n",
      "1036 done jpg\n",
      "1037 ./data//train_images/5558.png\n",
      "1037 done jpg\n",
      "1038 ./data//train_images/2070.png\n",
      "1038 done jpg\n",
      "1039 ./data//train_images/5096.png\n",
      "1039 done jpg\n",
      "1040 ./data//train_images/4101.png\n",
      "1040 done jpg\n",
      "1041 ./data//train_images/5912.png\n",
      "1041 done jpg\n",
      "1042 ./data//train_images/1483.png\n",
      "1042 done jpg\n",
      "1043 ./data//train_images/269.png\n",
      "1043 done jpg\n",
      "1044 ./data//train_images/7223.png\n",
      "1044 done jpg\n",
      "1045 ./data//train_images/2442.png\n",
      "1045 done jpg\n",
      "1046 ./data//train_images/4386.png\n",
      "1046 done jpg\n",
      "1047 ./data//train_images/577.png\n",
      "1047 done jpg\n",
      "1048 ./data//train_images/5139.png\n",
      "1048 done jpg\n",
      "1049 ./data//train_images/3330.png\n",
      "1049 done jpg\n",
      "1050 ./data//train_images/4462.png\n",
      "1050 done jpg\n",
      "1051 ./data//train_images/3018.png\n",
      "1051 done jpg\n",
      "1052 ./data//train_images/5331.png\n",
      "1052 done jpg\n",
      "1053 ./data//train_images/8022.png\n",
      "1053 done jpg\n",
      "1054 ./data//train_images/3947.png\n",
      "1054 done jpg\n",
      "1055 ./data//train_images/7213.png\n",
      "1055 done jpg\n",
      "1056 ./data//train_images/2932.png\n",
      "1056 done jpg\n",
      "1057 ./data//train_images/9657.png\n",
      "1057 done jpg\n",
      "1058 ./data//train_images/2503.png\n",
      "1058 done jpg\n",
      "1059 ./data//train_images/7194.png\n",
      "1059 done jpg\n",
      "1060 ./data//train_images/2177.png\n",
      "1060 done jpg\n",
      "1061 ./data//train_images/1534.png\n",
      "1061 done jpg\n",
      "1062 ./data//train_images/5933.png\n",
      "1062 done jpg\n",
      "1063 ./data//train_images/9779.png\n",
      "1063 done jpg\n",
      "1064 ./data//train_images/3951.png\n",
      "1064 done jpg\n",
      "1065 ./data//train_images/2636.png\n",
      "1065 done jpg\n",
      "1066 ./data//train_images/5091.png\n",
      "1066 done jpg\n",
      "1067 ./data//train_images/2144.png\n",
      "1067 done jpg\n",
      "1068 ./data//train_images/3645.png\n",
      "1068 done jpg\n",
      "1069 ./data//train_images/5839.png\n",
      "1069 done jpg\n",
      "1070 ./data//train_images/6299.png\n",
      "1070 done jpg\n",
      "1071 ./data//train_images/10419.png\n",
      "1071 done jpg\n",
      "1072 ./data//train_images/5004.png\n",
      "1072 done jpg\n",
      "1073 ./data//train_images/8219.png\n",
      "1073 done jpg\n",
      "1074 ./data//train_images/10073.png\n",
      "1074 done jpg\n",
      "1075 ./data//train_images/3202.png\n",
      "1075 done jpg\n",
      "1076 ./data//train_images/2918.png\n",
      "1076 done jpg\n",
      "1077 ./data//train_images/8561.png\n",
      "1077 done jpg\n",
      "1078 ./data//train_images/6674.png\n",
      "1078 done jpg\n",
      "1079 ./data//train_images/1765.png\n",
      "1079 done jpg\n",
      "1080 ./data//train_images/5034.png\n",
      "1080 done jpg\n",
      "1081 ./data//train_images/6406.png\n",
      "1081 done jpg\n",
      "1082 ./data//train_images/10335.png\n",
      "1082 done jpg\n",
      "1083 ./data//train_images/6069.png\n",
      "1083 done jpg\n",
      "1084 ./data//train_images/374.png\n",
      "1084 done jpg\n",
      "1085 ./data//train_images/7236.png\n",
      "1085 done jpg\n",
      "1086 ./data//train_images/6006.png\n",
      "1086 done jpg\n",
      "1087 ./data//train_images/8956.png\n",
      "1087 done jpg\n",
      "1088 ./data//train_images/10027.png\n",
      "1088 done jpg\n",
      "1089 ./data//train_images/5037.png\n",
      "1089 done jpg\n",
      "1090 ./data//train_images/6684.png\n",
      "1090 done jpg\n",
      "1091 ./data//train_images/793.png\n",
      "1091 done jpg\n",
      "1092 ./data//train_images/4982.png\n",
      "1092 done jpg\n",
      "1093 ./data//train_images/4935.png\n",
      "1093 done jpg\n",
      "1094 ./data//train_images/5384.png\n",
      "1094 done jpg\n",
      "1095 ./data//train_images/3794.png\n",
      "1095 done jpg\n",
      "1096 ./data//train_images/9646.png\n",
      "1096 done jpg\n",
      "1097 ./data//train_images/1433.png\n",
      "1097 done jpg\n",
      "1098 ./data//train_images/9744.png\n",
      "1098 done jpg\n",
      "1099 ./data//train_images/8575.png\n",
      "1099 done jpg\n",
      "1100 ./data//train_images/5925.png\n",
      "1100 done jpg\n",
      "1101 ./data//train_images/2626.png\n",
      "1101 done jpg\n",
      "1102 ./data//train_images/9292.png\n",
      "1102 done jpg\n",
      "1103 ./data//train_images/1646.png\n",
      "1103 done jpg\n",
      "1104 ./data//train_images/7531.png\n",
      "1104 done jpg\n",
      "1105 ./data//train_images/6702.png\n",
      "1105 done jpg\n",
      "1106 ./data//train_images/8173.png\n",
      "1106 done jpg\n",
      "1107 ./data//train_images/3918.png\n",
      "1107 done jpg\n",
      "1108 ./data//train_images/7928.png\n",
      "1108 done jpg\n",
      "1109 ./data//train_images/10013.png\n",
      "1109 done jpg\n",
      "1110 ./data//train_images/7281.png\n",
      "1110 done jpg\n",
      "1111 ./data//train_images/10157.png\n",
      "1111 done jpg\n",
      "1112 ./data//train_images/7693.png\n",
      "1112 done jpg\n",
      "1113 ./data//train_images/6496.png\n",
      "1113 done jpg\n",
      "1114 ./data//train_images/9908.png\n",
      "1114 done jpg\n",
      "1115 ./data//train_images/8247.png\n",
      "1115 done jpg\n",
      "1116 ./data//train_images/2695.png\n",
      "1116 done jpg\n",
      "1117 ./data//train_images/9928.png\n",
      "1117 done jpg\n",
      "1118 ./data//train_images/4642.png\n",
      "1118 done jpg\n",
      "1119 ./data//train_images/8826.png\n",
      "1119 done jpg\n",
      "1120 ./data//train_images/4109.png\n",
      "1120 done jpg\n",
      "1121 ./data//train_images/2714.png\n",
      "1121 done jpg\n",
      "1122 ./data//train_images/9710.png\n",
      "1122 done jpg\n",
      "1123 ./data//train_images/9175.png\n",
      "1123 done jpg\n",
      "1124 ./data//train_images/3474.png\n",
      "1124 done jpg\n",
      "1125 ./data//train_images/6497.png\n",
      "1125 done jpg\n",
      "1126 ./data//train_images/5666.png\n",
      "1126 done jpg\n",
      "1127 ./data//train_images/507.png\n",
      "1127 done jpg\n",
      "1128 ./data//train_images/9782.png\n",
      "1128 done jpg\n",
      "1129 ./data//train_images/5562.png\n",
      "1129 done jpg\n",
      "1130 ./data//train_images/4828.png\n",
      "1130 done jpg\n",
      "1131 ./data//train_images/1242.png\n",
      "1131 done jpg\n",
      "1132 ./data//train_images/9618.png\n",
      "1132 done jpg\n",
      "1133 ./data//train_images/3716.png\n",
      "1133 done jpg\n",
      "1134 ./data//train_images/6046.png\n",
      "1134 done jpg\n",
      "1135 ./data//train_images/857.png\n",
      "1135 done jpg\n",
      "1136 ./data//train_images/4962.png\n",
      "1136 done jpg\n",
      "1137 ./data//train_images/4546.png\n",
      "1137 done jpg\n",
      "1138 ./data//train_images/8307.png\n",
      "1138 done jpg\n",
      "1139 ./data//train_images/3499.png\n",
      "1139 done jpg\n",
      "1140 ./data//train_images/8089.png\n",
      "1140 done jpg\n",
      "1141 ./data//train_images/9875.png\n",
      "1141 done jpg\n",
      "1142 ./data//train_images/8946.png\n",
      "1142 done jpg\n",
      "1143 ./data//train_images/9202.png\n",
      "1143 done jpg\n",
      "1144 ./data//train_images/7618.png\n",
      "1144 done jpg\n",
      "1145 ./data//train_images/9809.png\n",
      "1145 done jpg\n",
      "1146 ./data//train_images/9924.png\n",
      "1146 done jpg\n",
      "1147 ./data//train_images/4732.png\n",
      "1147 done jpg\n",
      "1148 ./data//train_images/4446.png\n",
      "1148 done jpg\n",
      "1149 ./data//train_images/1280.png\n",
      "1149 done jpg\n",
      "1150 ./data//train_images/2791.png\n",
      "1150 done jpg\n",
      "1151 ./data//train_images/9076.png\n",
      "1151 done jpg\n",
      "1152 ./data//train_images/8650.png\n",
      "1152 done jpg\n",
      "1153 ./data//train_images/5800.png\n",
      "1153 done jpg\n",
      "1154 ./data//train_images/10325.png\n",
      "1154 done jpg\n",
      "1155 ./data//train_images/107.png\n",
      "1155 done jpg\n",
      "1156 ./data//train_images/7203.png\n",
      "1156 done jpg\n",
      "1157 ./data//train_images/3678.png\n",
      "1157 done jpg\n",
      "1158 ./data//train_images/7037.png\n",
      "1158 done jpg\n",
      "1159 ./data//train_images/7186.png\n",
      "1159 done jpg\n",
      "1160 ./data//train_images/9086.png\n",
      "1160 done jpg\n",
      "1161 ./data//train_images/8591.png\n",
      "1161 done jpg\n",
      "1162 ./data//train_images/10092.png\n",
      "1162 done jpg\n",
      "1163 ./data//train_images/4615.png\n",
      "1163 done jpg\n",
      "1164 ./data//train_images/3276.png\n",
      "1164 done jpg\n",
      "1165 ./data//train_images/5365.png\n",
      "1165 done jpg\n",
      "1166 ./data//train_images/2592.png\n",
      "1166 done jpg\n",
      "1167 ./data//train_images/4266.png\n",
      "1167 done jpg\n",
      "1168 ./data//train_images/3083.png\n",
      "1168 done jpg\n",
      "1169 ./data//train_images/970.png\n",
      "1169 done jpg\n",
      "1170 ./data//train_images/7463.png\n",
      "1170 done jpg\n",
      "1171 ./data//train_images/9256.png\n",
      "1171 done jpg\n",
      "1172 ./data//train_images/6016.png\n",
      "1172 done jpg\n",
      "1173 ./data//train_images/9892.png\n",
      "1173 done jpg\n",
      "1174 ./data//train_images/3938.png\n",
      "1174 done jpg\n",
      "1175 ./data//train_images/2286.png\n",
      "1175 done jpg\n",
      "1176 ./data//train_images/8360.png\n",
      "1176 done jpg\n",
      "1177 ./data//train_images/3802.png\n",
      "1177 done jpg\n",
      "1178 ./data//train_images/2407.png\n",
      "1178 done jpg\n",
      "1179 ./data//train_images/7635.png\n",
      "1179 done jpg\n",
      "1180 ./data//train_images/5429.png\n",
      "1180 done jpg\n",
      "1181 ./data//train_images/8255.png\n",
      "1181 done jpg\n",
      "1182 ./data//train_images/4567.png\n",
      "1182 done jpg\n",
      "1183 ./data//train_images/7825.png\n",
      "1183 done jpg\n",
      "1184 ./data//train_images/9891.png\n",
      "1184 done jpg\n",
      "1185 ./data//train_images/5623.png\n",
      "1185 done jpg\n",
      "1186 ./data//train_images/7662.png\n",
      "1186 done jpg\n",
      "1187 ./data//train_images/6889.png\n",
      "1187 done jpg\n",
      "1188 ./data//train_images/2538.png\n",
      "1188 done jpg\n",
      "1189 ./data//train_images/5747.png\n",
      "1189 done jpg\n",
      "1190 ./data//train_images/1023.png\n",
      "1190 done jpg\n",
      "1191 ./data//train_images/8746.png\n",
      "1191 done jpg\n",
      "1192 ./data//train_images/163.png\n",
      "1192 done jpg\n",
      "1193 ./data//train_images/9845.png\n",
      "1193 done jpg\n",
      "1194 ./data//train_images/8152.png\n",
      "1194 done jpg\n",
      "1195 ./data//train_images/2547.png\n",
      "1195 done jpg\n",
      "1196 ./data//train_images/6320.png\n",
      "1196 done jpg\n",
      "1197 ./data//train_images/1536.png\n",
      "1197 done jpg\n",
      "1198 ./data//train_images/947.png\n",
      "1198 done jpg\n",
      "1199 ./data//train_images/4547.png\n",
      "1199 done jpg\n",
      "1200 ./data//train_images/7416.png\n",
      "1200 done jpg\n",
      "1201 ./data//train_images/7402.png\n",
      "1201 done jpg\n",
      "1202 ./data//train_images/405.png\n",
      "1202 done jpg\n",
      "1203 ./data//train_images/10037.png\n",
      "1203 done jpg\n",
      "1204 ./data//train_images/10152.png\n",
      "1204 done jpg\n",
      "1205 ./data//train_images/5570.png\n",
      "1205 done jpg\n",
      "1206 ./data//train_images/1566.png\n",
      "1206 done jpg\n",
      "1207 ./data//train_images/1932.png\n",
      "1207 done jpg\n",
      "1208 ./data//train_images/5854.png\n",
      "1208 done jpg\n",
      "1209 ./data//train_images/3625.png\n",
      "1209 done jpg\n",
      "1210 ./data//train_images/7980.png\n",
      "1210 done jpg\n",
      "1211 ./data//train_images/6061.png\n",
      "1211 done jpg\n",
      "1212 ./data//train_images/9732.png\n",
      "1212 done jpg\n",
      "1213 ./data//train_images/9857.png\n",
      "1213 done jpg\n",
      "1214 ./data//train_images/3785.png\n",
      "1214 done jpg\n",
      "1215 ./data//train_images/8325.png\n",
      "1215 done jpg\n",
      "1216 ./data//train_images/3090.png\n",
      "1216 done jpg\n",
      "1217 ./data//train_images/10057.png\n",
      "1217 done jpg\n",
      "1218 ./data//train_images/9311.png\n",
      "1218 done jpg\n",
      "1219 ./data//train_images/87.png\n",
      "1219 done jpg\n",
      "1220 ./data//train_images/7593.png\n",
      "1220 done jpg\n",
      "1221 ./data//train_images/7051.png\n",
      "1221 done jpg\n",
      "1222 ./data//train_images/1418.png\n",
      "1222 done jpg\n",
      "1223 ./data//train_images/4249.png\n",
      "1223 done jpg\n",
      "1224 ./data//train_images/8771.png\n",
      "1224 done jpg\n",
      "1225 ./data//train_images/10272.png\n",
      "1225 done jpg\n",
      "1226 ./data//train_images/3271.png\n",
      "1226 done jpg\n",
      "1227 ./data//train_images/10181.png\n",
      "1227 done jpg\n",
      "1228 ./data//train_images/10392.png\n",
      "1228 done jpg\n",
      "1229 ./data//train_images/4831.png\n",
      "1229 done jpg\n",
      "1230 ./data//train_images/5126.png\n",
      "1230 done jpg\n",
      "1231 ./data//train_images/5338.png\n",
      "1231 done jpg\n",
      "1232 ./data//train_images/6236.png\n",
      "1232 done jpg\n",
      "1233 ./data//train_images/4358.png\n",
      "1233 done jpg\n",
      "1234 ./data//train_images/2388.png\n",
      "1234 done jpg\n",
      "1235 ./data//train_images/273.png\n",
      "1235 done jpg\n",
      "1236 ./data//train_images/10495.png\n",
      "1236 done jpg\n",
      "1237 ./data//train_images/6430.png\n",
      "1237 done jpg\n",
      "1238 ./data//train_images/695.png\n",
      "1238 done jpg\n",
      "1239 ./data//train_images/2611.png\n",
      "1239 done jpg\n",
      "1240 ./data//train_images/2881.png\n",
      "1240 done jpg\n",
      "1241 ./data//train_images/3223.png\n",
      "1241 done jpg\n",
      "1242 ./data//train_images/3378.png\n",
      "1242 done jpg\n",
      "1243 ./data//train_images/2599.png\n",
      "1243 done jpg\n",
      "1244 ./data//train_images/5366.png\n",
      "1244 done jpg\n",
      "1245 ./data//train_images/3197.png\n",
      "1245 done jpg\n",
      "1246 ./data//train_images/10186.png\n",
      "1246 done jpg\n",
      "1247 ./data//train_images/3194.png\n",
      "1247 done jpg\n",
      "1248 ./data//train_images/10432.png\n",
      "1248 done jpg\n",
      "1249 ./data//train_images/48.png\n",
      "1249 done jpg\n",
      "1250 ./data//train_images/5991.png\n",
      "1250 done jpg\n",
      "1251 ./data//train_images/5934.png\n",
      "1251 done jpg\n",
      "1252 ./data//train_images/9284.png\n",
      "1252 done jpg\n",
      "1253 ./data//train_images/10551.png\n",
      "1253 done jpg\n",
      "1254 ./data//train_images/5791.png\n",
      "1254 done jpg\n",
      "1255 ./data//train_images/5233.png\n",
      "1255 done jpg\n",
      "1256 ./data//train_images/8299.png\n",
      "1256 done jpg\n",
      "1257 ./data//train_images/10339.png\n",
      "1257 done jpg\n",
      "1258 ./data//train_images/4117.png\n",
      "1258 done jpg\n",
      "1259 ./data//train_images/1180.png\n",
      "1259 done jpg\n",
      "1260 ./data//train_images/6086.png\n",
      "1260 done jpg\n",
      "1261 ./data//train_images/5658.png\n",
      "1261 done jpg\n",
      "1262 ./data//train_images/4998.png\n",
      "1262 done jpg\n",
      "1263 ./data//train_images/133.png\n",
      "1263 done jpg\n",
      "1264 ./data//train_images/7947.png\n",
      "1264 done jpg\n",
      "1265 ./data//train_images/1848.png\n",
      "1265 done jpg\n",
      "1266 ./data//train_images/6992.png\n",
      "1266 done jpg\n",
      "1267 ./data//train_images/9340.png\n",
      "1267 done jpg\n",
      "1268 ./data//train_images/4163.png\n",
      "1268 done jpg\n",
      "1269 ./data//train_images/10213.png\n",
      "1269 done jpg\n",
      "1270 ./data//train_images/8464.png\n",
      "1270 done jpg\n",
      "1271 ./data//train_images/954.png\n",
      "1271 done jpg\n",
      "1272 ./data//train_images/3364.png\n",
      "1272 done jpg\n",
      "1273 ./data//train_images/4367.png\n",
      "1273 done jpg\n",
      "1274 ./data//train_images/5786.png\n",
      "1274 done jpg\n",
      "1275 ./data//train_images/1306.png\n",
      "1275 done jpg\n",
      "1276 ./data//train_images/9221.png\n",
      "1276 done jpg\n",
      "1277 ./data//train_images/6149.png\n",
      "1277 done jpg\n",
      "1278 ./data//train_images/10204.png\n",
      "1278 done jpg\n",
      "1279 ./data//train_images/1666.png\n",
      "1279 done jpg\n",
      "1280 ./data//train_images/4222.png\n",
      "1280 done jpg\n",
      "1281 ./data//train_images/9064.png\n",
      "1281 done jpg\n",
      "1282 ./data//train_images/5069.png\n",
      "1282 done jpg\n",
      "1283 ./data//train_images/6812.png\n",
      "1283 done jpg\n",
      "1284 ./data//train_images/1192.png\n",
      "1284 done jpg\n",
      "1285 ./data//train_images/2018.png\n",
      "1285 done jpg\n",
      "1286 ./data//train_images/7020.png\n",
      "1286 done jpg\n",
      "1287 ./data//train_images/6228.png\n",
      "1287 done jpg\n",
      "1288 ./data//train_images/5240.png\n",
      "1288 done jpg\n",
      "1289 ./data//train_images/5958.png\n",
      "1289 done jpg\n",
      "1290 ./data//train_images/8966.png\n",
      "1290 done jpg\n",
      "1291 ./data//train_images/6372.png\n",
      "1291 done jpg\n",
      "1292 ./data//train_images/8625.png\n",
      "1292 done jpg\n",
      "1293 ./data//train_images/1871.png\n",
      "1293 done jpg\n",
      "1294 ./data//train_images/4429.png\n",
      "1294 done jpg\n",
      "1295 ./data//train_images/3892.png\n",
      "1295 done jpg\n",
      "1296 ./data//train_images/8658.png\n",
      "1296 done jpg\n",
      "1297 ./data//train_images/1117.png\n",
      "1297 done jpg\n",
      "1298 ./data//train_images/7116.png\n",
      "1298 done jpg\n",
      "1299 ./data//train_images/8153.png\n",
      "1299 done jpg\n",
      "1300 ./data//train_images/4961.png\n",
      "1300 done jpg\n",
      "1301 ./data//train_images/1346.png\n",
      "1301 done jpg\n",
      "1302 ./data//train_images/8410.png\n",
      "1302 done jpg\n",
      "1303 ./data//train_images/10475.png\n",
      "1303 done jpg\n",
      "1304 ./data//train_images/5375.png\n",
      "1304 done jpg\n",
      "1305 ./data//train_images/1136.png\n",
      "1305 done jpg\n",
      "1306 ./data//train_images/6884.png\n",
      "1306 done jpg\n",
      "1307 ./data//train_images/3910.png\n",
      "1307 done jpg\n",
      "1308 ./data//train_images/7870.png\n",
      "1308 done jpg\n",
      "1309 ./data//train_images/1712.png\n",
      "1309 done jpg\n",
      "1310 ./data//train_images/7413.png\n",
      "1310 done jpg\n",
      "1311 ./data//train_images/5256.png\n",
      "1311 done jpg\n",
      "1312 ./data//train_images/9425.png\n",
      "1312 done jpg\n",
      "1313 ./data//train_images/7600.png\n",
      "1313 done jpg\n",
      "1314 ./data//train_images/4708.png\n",
      "1314 done jpg\n",
      "1315 ./data//train_images/2873.png\n",
      "1315 done jpg\n",
      "1316 ./data//train_images/7091.png\n",
      "1316 done jpg\n",
      "1317 ./data//train_images/225.png\n",
      "1317 done jpg\n",
      "1318 ./data//train_images/1914.png\n",
      "1318 done jpg\n",
      "1319 ./data//train_images/7085.png\n",
      "1319 done jpg\n",
      "1320 ./data//train_images/2477.png\n",
      "1320 done jpg\n",
      "1321 ./data//train_images/9993.png\n",
      "1321 done jpg\n",
      "1322 ./data//train_images/5769.png\n",
      "1322 done jpg\n",
      "1323 ./data//train_images/7890.png\n",
      "1323 done jpg\n",
      "1324 ./data//train_images/8672.png\n",
      "1324 done jpg\n",
      "1325 ./data//train_images/7490.png\n",
      "1325 done jpg\n",
      "1326 ./data//train_images/10550.png\n",
      "1326 done jpg\n",
      "1327 ./data//train_images/4327.png\n",
      "1327 done jpg\n",
      "1328 ./data//train_images/3126.png\n",
      "1328 done jpg\n",
      "1329 ./data//train_images/464.png\n",
      "1329 done jpg\n",
      "1330 ./data//train_images/5532.png\n",
      "1330 done jpg\n",
      "1331 ./data//train_images/952.png\n",
      "1331 done jpg\n",
      "1332 ./data//train_images/10470.png\n",
      "1332 done jpg\n",
      "1333 ./data//train_images/2815.png\n",
      "1333 done jpg\n",
      "1334 ./data//train_images/7563.png\n",
      "1334 done jpg\n",
      "1335 ./data//train_images/9448.png\n",
      "1335 done jpg\n",
      "1336 ./data//train_images/7408.png\n",
      "1336 done jpg\n",
      "1337 ./data//train_images/5452.png\n",
      "1337 done jpg\n",
      "1338 ./data//train_images/7816.png\n",
      "1338 done jpg\n",
      "1339 ./data//train_images/3512.png\n",
      "1339 done jpg\n",
      "1340 ./data//train_images/3755.png\n",
      "1340 done jpg\n",
      "1341 ./data//train_images/8215.png\n",
      "1341 done jpg\n",
      "1342 ./data//train_images/2842.png\n",
      "1342 done jpg\n",
      "1343 ./data//train_images/8092.png\n",
      "1343 done jpg\n",
      "1344 ./data//train_images/1493.png\n",
      "1344 done jpg\n",
      "1345 ./data//train_images/4638.png\n",
      "1345 done jpg\n",
      "1346 ./data//train_images/10273.png\n",
      "1346 done jpg\n",
      "1347 ./data//train_images/3350.png\n",
      "1347 done jpg\n",
      "1348 ./data//train_images/867.png\n",
      "1348 done jpg\n",
      "1349 ./data//train_images/7973.png\n",
      "1349 done jpg\n",
      "1350 ./data//train_images/6050.png\n",
      "1350 done jpg\n",
      "1351 ./data//train_images/7393.png\n",
      "1351 done jpg\n",
      "1352 ./data//train_images/800.png\n",
      "1352 done jpg\n",
      "1353 ./data//train_images/9271.png\n",
      "1353 done jpg\n",
      "1354 ./data//train_images/4055.png\n",
      "1354 done jpg\n",
      "1355 ./data//train_images/4709.png\n",
      "1355 done jpg\n",
      "1356 ./data//train_images/558.png\n",
      "1356 done jpg\n",
      "1357 ./data//train_images/8841.png\n",
      "1357 done jpg\n",
      "1358 ./data//train_images/861.png\n",
      "1358 done jpg\n",
      "1359 ./data//train_images/3725.png\n",
      "1359 done jpg\n",
      "1360 ./data//train_images/6890.png\n",
      "1360 done jpg\n",
      "1361 ./data//train_images/9889.png\n",
      "1361 done jpg\n",
      "1362 ./data//train_images/2228.png\n",
      "1362 done jpg\n",
      "1363 ./data//train_images/2717.png\n",
      "1363 done jpg\n",
      "1364 ./data//train_images/2066.png\n",
      "1364 done jpg\n",
      "1365 ./data//train_images/1547.png\n",
      "1365 done jpg\n",
      "1366 ./data//train_images/1510.png\n",
      "1366 done jpg\n",
      "1367 ./data//train_images/2374.png\n",
      "1367 done jpg\n",
      "1368 ./data//train_images/7423.png\n",
      "1368 done jpg\n",
      "1369 ./data//train_images/977.png\n",
      "1369 done jpg\n",
      "1370 ./data//train_images/8469.png\n",
      "1370 done jpg\n",
      "1371 ./data//train_images/5574.png\n",
      "1371 done jpg\n",
      "1372 ./data//train_images/1150.png\n",
      "1372 done jpg\n",
      "1373 ./data//train_images/9398.png\n",
      "1373 done jpg\n",
      "1374 ./data//train_images/1428.png\n",
      "1374 done jpg\n",
      "1375 ./data//train_images/786.png\n",
      "1375 done jpg\n",
      "1376 ./data//train_images/4138.png\n",
      "1376 done jpg\n",
      "1377 ./data//train_images/10029.png\n",
      "1377 done jpg\n",
      "1378 ./data//train_images/5050.png\n",
      "1378 done jpg\n",
      "1379 ./data//train_images/3769.png\n",
      "1379 done jpg\n",
      "1380 ./data//train_images/8397.png\n",
      "1380 done jpg\n",
      "1381 ./data//train_images/4900.png\n",
      "1381 done jpg\n",
      "1382 ./data//train_images/3997.png\n",
      "1382 done jpg\n",
      "1383 ./data//train_images/5982.png\n",
      "1383 done jpg\n",
      "1384 ./data//train_images/7712.png\n",
      "1384 done jpg\n",
      "1385 ./data//train_images/9610.png\n",
      "1385 done jpg\n",
      "1386 ./data//train_images/4660.png\n",
      "1386 done jpg\n",
      "1387 ./data//train_images/3959.png\n",
      "1387 done jpg\n",
      "1388 ./data//train_images/5056.png\n",
      "1388 done jpg\n",
      "1389 ./data//train_images/1199.png\n",
      "1389 done jpg\n",
      "1390 ./data//train_images/3182.png\n",
      "1390 done jpg\n",
      "1391 ./data//train_images/7353.png\n",
      "1391 done jpg\n",
      "1392 ./data//train_images/4666.png\n",
      "1392 done jpg\n",
      "1393 ./data//train_images/3842.png\n",
      "1393 done jpg\n",
      "1394 ./data//train_images/10545.png\n",
      "1394 done jpg\n",
      "1395 ./data//train_images/317.png\n",
      "1395 done jpg\n",
      "1396 ./data//train_images/3724.png\n",
      "1396 done jpg\n",
      "1397 ./data//train_images/2023.png\n",
      "1397 done jpg\n",
      "1398 ./data//train_images/10021.png\n",
      "1398 done jpg\n",
      "1399 ./data//train_images/1171.png\n",
      "1399 done jpg\n",
      "1400 ./data//train_images/9494.png\n",
      "1400 done jpg\n",
      "1401 ./data//train_images/8989.png\n",
      "1401 done jpg\n",
      "1402 ./data//train_images/4914.png\n",
      "1402 done jpg\n",
      "1403 ./data//train_images/5442.png\n",
      "1403 done jpg\n",
      "1404 ./data//train_images/3347.png\n",
      "1404 done jpg\n",
      "1405 ./data//train_images/4421.png\n",
      "1405 done jpg\n",
      "1406 ./data//train_images/6139.png\n",
      "1406 done jpg\n",
      "1407 ./data//train_images/8839.png\n",
      "1407 done jpg\n",
      "1408 ./data//train_images/10572.png\n",
      "1408 done jpg\n",
      "1409 ./data//train_images/8881.png\n",
      "1409 done jpg\n",
      "1410 ./data//train_images/4291.png\n",
      "1410 done jpg\n",
      "1411 ./data//train_images/6029.png\n",
      "1411 done jpg\n",
      "1412 ./data//train_images/6467.png\n",
      "1412 done jpg\n",
      "1413 ./data//train_images/3595.png\n",
      "1413 done jpg\n",
      "1414 ./data//train_images/6395.png\n",
      "1414 done jpg\n",
      "1415 ./data//train_images/1414.png\n",
      "1415 done jpg\n",
      "1416 ./data//train_images/3346.png\n",
      "1416 done jpg\n",
      "1417 ./data//train_images/5271.png\n",
      "1417 done jpg\n",
      "1418 ./data//train_images/2350.png\n",
      "1418 done jpg\n",
      "1419 ./data//train_images/1362.png\n",
      "1419 done jpg\n",
      "1420 ./data//train_images/9600.png\n",
      "1420 done jpg\n",
      "1421 ./data//train_images/807.png\n",
      "1421 done jpg\n",
      "1422 ./data//train_images/5477.png\n",
      "1422 done jpg\n",
      "1423 ./data//train_images/42.png\n",
      "1423 done jpg\n",
      "1424 ./data//train_images/2239.png\n",
      "1424 done jpg\n",
      "1425 ./data//train_images/4240.png\n",
      "1425 done jpg\n",
      "1426 ./data//train_images/10389.png\n",
      "1426 done jpg\n",
      "1427 ./data//train_images/5627.png\n",
      "1427 done jpg\n",
      "1428 ./data//train_images/5122.png\n",
      "1428 done jpg\n",
      "1429 ./data//train_images/6790.png\n",
      "1429 done jpg\n",
      "1430 ./data//train_images/7376.png\n",
      "1430 done jpg\n",
      "1431 ./data//train_images/224.png\n",
      "1431 done jpg\n",
      "1432 ./data//train_images/1177.png\n",
      "1432 done jpg\n",
      "1433 ./data//train_images/1890.png\n",
      "1433 done jpg\n",
      "1434 ./data//train_images/3112.png\n",
      "1434 done jpg\n",
      "1435 ./data//train_images/9662.png\n",
      "1435 done jpg\n",
      "1436 ./data//train_images/7184.png\n",
      "1436 done jpg\n",
      "1437 ./data//train_images/1427.png\n",
      "1437 done jpg\n",
      "1438 ./data//train_images/10192.png\n",
      "1438 done jpg\n",
      "1439 ./data//train_images/2706.png\n",
      "1439 done jpg\n",
      "1440 ./data//train_images/1343.png\n",
      "1440 done jpg\n",
      "1441 ./data//train_images/5699.png\n",
      "1441 done jpg\n",
      "1442 ./data//train_images/5517.png\n",
      "1442 done jpg\n",
      "1443 ./data//train_images/1822.png\n",
      "1443 done jpg\n",
      "1444 ./data//train_images/4444.png\n",
      "1444 done jpg\n",
      "1445 ./data//train_images/3688.png\n",
      "1445 done jpg\n",
      "1446 ./data//train_images/9574.png\n",
      "1446 done jpg\n",
      "1447 ./data//train_images/4947.png\n",
      "1447 done jpg\n",
      "1448 ./data//train_images/1922.png\n",
      "1448 done jpg\n",
      "1449 ./data//train_images/1716.png\n",
      "1449 done jpg\n",
      "1450 ./data//train_images/9746.png\n",
      "1450 done jpg\n",
      "1451 ./data//train_images/3361.png\n",
      "1451 done jpg\n",
      "1452 ./data//train_images/1526.png\n",
      "1452 done jpg\n",
      "1453 ./data//train_images/6698.png\n",
      "1453 done jpg\n",
      "1454 ./data//train_images/4068.png\n",
      "1454 done jpg\n",
      "1455 ./data//train_images/2235.png\n",
      "1455 done jpg\n",
      "1456 ./data//train_images/3575.png\n",
      "1456 done jpg\n",
      "1457 ./data//train_images/7516.png\n",
      "1457 done jpg\n",
      "1458 ./data//train_images/6843.png\n",
      "1458 done jpg\n",
      "1459 ./data//train_images/4923.png\n",
      "1459 done jpg\n",
      "1460 ./data//train_images/6919.png\n",
      "1460 done jpg\n",
      "1461 ./data//train_images/7963.png\n",
      "1461 done jpg\n",
      "1462 ./data//train_images/2521.png\n",
      "1462 done jpg\n",
      "1463 ./data//train_images/9191.png\n",
      "1463 done jpg\n",
      "1464 ./data//train_images/9785.png\n",
      "1464 done jpg\n",
      "1465 ./data//train_images/5715.png\n",
      "1465 done jpg\n",
      "1466 ./data//train_images/5036.png\n",
      "1466 done jpg\n",
      "1467 ./data//train_images/6543.png\n",
      "1467 done jpg\n",
      "1468 ./data//train_images/3906.png\n",
      "1468 done jpg\n",
      "1469 ./data//train_images/230.png\n",
      "1469 done jpg\n",
      "1470 ./data//train_images/7605.png\n",
      "1470 done jpg\n",
      "1471 ./data//train_images/384.png\n",
      "1471 done jpg\n",
      "1472 ./data//train_images/5213.png\n",
      "1472 done jpg\n",
      "1473 ./data//train_images/7894.png\n",
      "1473 done jpg\n",
      "1474 ./data//train_images/5434.png\n",
      "1474 done jpg\n",
      "1475 ./data//train_images/6617.png\n",
      "1475 done jpg\n",
      "1476 ./data//train_images/2719.png\n",
      "1476 done jpg\n",
      "1477 ./data//train_images/9071.png\n",
      "1477 done jpg\n",
      "1478 ./data//train_images/9851.png\n",
      "1478 done jpg\n",
      "1479 ./data//train_images/10306.png\n",
      "1479 done jpg\n",
      "1480 ./data//train_images/4972.png\n",
      "1480 done jpg\n",
      "1481 ./data//train_images/4434.png\n",
      "1481 done jpg\n",
      "1482 ./data//train_images/5485.png\n",
      "1482 done jpg\n",
      "1483 ./data//train_images/2656.png\n",
      "1483 done jpg\n",
      "1484 ./data//train_images/7860.png\n",
      "1484 done jpg\n",
      "1485 ./data//train_images/5379.png\n",
      "1485 done jpg\n",
      "1486 ./data//train_images/6009.png\n",
      "1486 done jpg\n",
      "1487 ./data//train_images/9749.png\n",
      "1487 done jpg\n",
      "1488 ./data//train_images/529.png\n",
      "1488 done jpg\n",
      "1489 ./data//train_images/1147.png\n",
      "1489 done jpg\n",
      "1490 ./data//train_images/368.png\n",
      "1490 done jpg\n",
      "1491 ./data//train_images/36.png\n",
      "1491 done jpg\n",
      "1492 ./data//train_images/16.png\n",
      "1492 done jpg\n",
      "1493 ./data//train_images/10553.png\n",
      "1493 done jpg\n",
      "1494 ./data//train_images/5367.png\n",
      "1494 done jpg\n",
      "1495 ./data//train_images/7954.png\n",
      "1495 done jpg\n",
      "1496 ./data//train_images/567.png\n",
      "1496 done jpg\n",
      "1497 ./data//train_images/6726.png\n",
      "1497 done jpg\n",
      "1498 ./data//train_images/10239.png\n",
      "1498 done jpg\n",
      "1499 ./data//train_images/4488.png\n",
      "1499 done jpg\n",
      "1500 ./data//train_images/7537.png\n",
      "1500 done jpg\n",
      "1501 ./data//train_images/4348.png\n",
      "1501 done jpg\n",
      "1502 ./data//train_images/1727.png\n",
      "1502 done jpg\n",
      "1503 ./data//train_images/4001.png\n",
      "1503 done jpg\n",
      "1504 ./data//train_images/7459.png\n",
      "1504 done jpg\n",
      "1505 ./data//train_images/1053.png\n",
      "1505 done jpg\n",
      "1506 ./data//train_images/10586.png\n",
      "1506 done jpg\n",
      "1507 ./data//train_images/7772.png\n",
      "1507 done jpg\n",
      "1508 ./data//train_images/10183.png\n",
      "1508 done jpg\n",
      "1509 ./data//train_images/3756.png\n",
      "1509 done jpg\n",
      "1510 ./data//train_images/859.png\n",
      "1510 done jpg\n",
      "1511 ./data//train_images/7189.png\n",
      "1511 done jpg\n",
      "1512 ./data//train_images/9126.png\n",
      "1512 done jpg\n",
      "1513 ./data//train_images/5158.png\n",
      "1513 done jpg\n",
      "1514 ./data//train_images/9095.png\n",
      "1514 done jpg\n",
      "1515 ./data//train_images/2704.png\n",
      "1515 done jpg\n",
      "1516 ./data//train_images/7485.png\n",
      "1516 done jpg\n",
      "1517 ./data//train_images/1203.png\n",
      "1517 done jpg\n",
      "1518 ./data//train_images/10165.png\n",
      "1518 done jpg\n",
      "1519 ./data//train_images/3977.png\n",
      "1519 done jpg\n",
      "1520 ./data//train_images/6599.png\n",
      "1520 done jpg\n",
      "1521 ./data//train_images/4187.png\n",
      "1521 done jpg\n",
      "1522 ./data//train_images/10076.png\n",
      "1522 done jpg\n",
      "1523 ./data//train_images/1923.png\n",
      "1523 done jpg\n",
      "1524 ./data//train_images/993.png\n",
      "1524 done jpg\n",
      "1525 ./data//train_images/2049.png\n",
      "1525 done jpg\n",
      "1526 ./data//train_images/1089.png\n",
      "1526 done jpg\n",
      "1527 ./data//train_images/3516.png\n",
      "1527 done jpg\n",
      "1528 ./data//train_images/5980.png\n",
      "1528 done jpg\n",
      "1529 ./data//train_images/7809.png\n",
      "1529 done jpg\n",
      "1530 ./data//train_images/20.png\n",
      "1530 done jpg\n",
      "1531 ./data//train_images/8241.png\n",
      "1531 done jpg\n",
      "1532 ./data//train_images/4911.png\n",
      "1532 done jpg\n",
      "1533 ./data//train_images/152.png\n",
      "1533 done jpg\n",
      "1534 ./data//train_images/5963.png\n",
      "1534 done jpg\n",
      "1535 ./data//train_images/2467.png\n",
      "1535 done jpg\n",
      "1536 ./data//train_images/6491.png\n",
      "1536 done jpg\n",
      "1537 ./data//train_images/7121.png\n",
      "1537 done jpg\n",
      "1538 ./data//train_images/2031.png\n",
      "1538 done jpg\n",
      "1539 ./data//train_images/149.png\n",
      "1539 done jpg\n",
      "1540 ./data//train_images/4955.png\n",
      "1540 done jpg\n",
      "1541 ./data//train_images/8662.png\n",
      "1541 done jpg\n",
      "1542 ./data//train_images/4992.png\n",
      "1542 done jpg\n",
      "1543 ./data//train_images/4092.png\n",
      "1543 done jpg\n",
      "1544 ./data//train_images/9302.png\n",
      "1544 done jpg\n",
      "1545 ./data//train_images/8858.png\n",
      "1545 done jpg\n",
      "1546 ./data//train_images/1193.png\n",
      "1546 done jpg\n",
      "1547 ./data//train_images/2803.png\n",
      "1547 done jpg\n",
      "1548 ./data//train_images/8694.png\n",
      "1548 done jpg\n",
      "1549 ./data//train_images/5314.png\n",
      "1549 done jpg\n",
      "1550 ./data//train_images/2160.png\n",
      "1550 done jpg\n",
      "1551 ./data//train_images/1470.png\n",
      "1551 done jpg\n",
      "1552 ./data//train_images/8433.png\n",
      "1552 done jpg\n",
      "1553 ./data//train_images/5580.png\n",
      "1553 done jpg\n",
      "1554 ./data//train_images/3105.png\n",
      "1554 done jpg\n",
      "1555 ./data//train_images/2428.png\n",
      "1555 done jpg\n",
      "1556 ./data//train_images/474.png\n",
      "1556 done jpg\n",
      "1557 ./data//train_images/4517.png\n",
      "1557 done jpg\n",
      "1558 ./data//train_images/10407.png\n",
      "1558 done jpg\n",
      "1559 ./data//train_images/566.png\n",
      "1559 done jpg\n",
      "1560 ./data//train_images/5967.png\n",
      "1560 done jpg\n",
      "1561 ./data//train_images/7588.png\n",
      "1561 done jpg\n",
      "1562 ./data//train_images/6917.png\n",
      "1562 done jpg\n",
      "1563 ./data//train_images/285.png\n",
      "1563 done jpg\n",
      "1564 ./data//train_images/1169.png\n",
      "1564 done jpg\n",
      "1565 ./data//train_images/3470.png\n",
      "1565 done jpg\n",
      "1566 ./data//train_images/8308.png\n",
      "1566 done jpg\n",
      "1567 ./data//train_images/5514.png\n",
      "1567 done jpg\n",
      "1568 ./data//train_images/7630.png\n",
      "1568 done jpg\n",
      "1569 ./data//train_images/5159.png\n",
      "1569 done jpg\n",
      "1570 ./data//train_images/3961.png\n",
      "1570 done jpg\n",
      "1571 ./data//train_images/6144.png\n",
      "1571 done jpg\n",
      "1572 ./data//train_images/10279.png\n",
      "1572 done jpg\n",
      "1573 ./data//train_images/9478.png\n",
      "1573 done jpg\n",
      "1574 ./data//train_images/3621.png\n",
      "1574 done jpg\n",
      "1575 ./data//train_images/2638.png\n",
      "1575 done jpg\n",
      "1576 ./data//train_images/5637.png\n",
      "1576 done jpg\n",
      "1577 ./data//train_images/10498.png\n",
      "1577 done jpg\n",
      "1578 ./data//train_images/2561.png\n",
      "1578 done jpg\n",
      "1579 ./data//train_images/4383.png\n",
      "1579 done jpg\n",
      "1580 ./data//train_images/5074.png\n",
      "1580 done jpg\n",
      "1581 ./data//train_images/3110.png\n",
      "1581 done jpg\n",
      "1582 ./data//train_images/7864.png\n",
      "1582 done jpg\n",
      "1583 ./data//train_images/1902.png\n",
      "1583 done jpg\n",
      "1584 ./data//train_images/8090.png\n",
      "1584 done jpg\n",
      "1585 ./data//train_images/9332.png\n",
      "1585 done jpg\n",
      "1586 ./data//train_images/6331.png\n",
      "1586 done jpg\n",
      "1587 ./data//train_images/6762.png\n",
      "1587 done jpg\n",
      "1588 ./data//train_images/4643.png\n",
      "1588 done jpg\n",
      "1589 ./data//train_images/9696.png\n",
      "1589 done jpg\n",
      "1590 ./data//train_images/6275.png\n",
      "1590 done jpg\n",
      "1591 ./data//train_images/611.png\n",
      "1591 done jpg\n",
      "1592 ./data//train_images/3215.png\n",
      "1592 done jpg\n",
      "1593 ./data//train_images/9345.png\n",
      "1593 done jpg\n",
      "1594 ./data//train_images/2482.png\n",
      "1594 done jpg\n",
      "1595 ./data//train_images/9286.png\n",
      "1595 done jpg\n",
      "1596 ./data//train_images/4108.png\n",
      "1596 done jpg\n",
      "1597 ./data//train_images/1792.png\n",
      "1597 done jpg\n",
      "1598 ./data//train_images/2028.png\n",
      "1598 done jpg\n",
      "1599 ./data//train_images/5516.png\n",
      "1599 done jpg\n",
      "1600 ./data//train_images/5469.png\n",
      "1600 done jpg\n",
      "1601 ./data//train_images/5736.png\n",
      "1601 done jpg\n",
      "1602 ./data//train_images/4491.png\n",
      "1602 done jpg\n",
      "1603 ./data//train_images/160.png\n",
      "1603 done jpg\n",
      "1604 ./data//train_images/5277.png\n",
      "1604 done jpg\n",
      "1605 ./data//train_images/10101.png\n",
      "1605 done jpg\n",
      "1606 ./data//train_images/1197.png\n",
      "1606 done jpg\n",
      "1607 ./data//train_images/8452.png\n",
      "1607 done jpg\n",
      "1608 ./data//train_images/9392.png\n",
      "1608 done jpg\n",
      "1609 ./data//train_images/1846.png\n",
      "1609 done jpg\n",
      "1610 ./data//train_images/5568.png\n",
      "1610 done jpg\n",
      "1611 ./data//train_images/7598.png\n",
      "1611 done jpg\n",
      "1612 ./data//train_images/530.png\n",
      "1612 done jpg\n",
      "1613 ./data//train_images/5776.png\n",
      "1613 done jpg\n",
      "1614 ./data//train_images/4634.png\n",
      "1614 done jpg\n",
      "1615 ./data//train_images/9535.png\n",
      "1615 done jpg\n",
      "1616 ./data//train_images/8898.png\n",
      "1616 done jpg\n",
      "1617 ./data//train_images/711.png\n",
      "1617 done jpg\n",
      "1618 ./data//train_images/7409.png\n",
      "1618 done jpg\n",
      "1619 ./data//train_images/7545.png\n",
      "1619 done jpg\n",
      "1620 ./data//train_images/1158.png\n",
      "1620 done jpg\n",
      "1621 ./data//train_images/9805.png\n",
      "1621 done jpg\n",
      "1622 ./data//train_images/8781.png\n",
      "1622 done jpg\n",
      "1623 ./data//train_images/5077.png\n",
      "1623 done jpg\n",
      "1624 ./data//train_images/7873.png\n",
      "1624 done jpg\n",
      "1625 ./data//train_images/6078.png\n",
      "1625 done jpg\n",
      "1626 ./data//train_images/6483.png\n",
      "1626 done jpg\n",
      "1627 ./data//train_images/2991.png\n",
      "1627 done jpg\n",
      "1628 ./data//train_images/6882.png\n",
      "1628 done jpg\n",
      "1629 ./data//train_images/2500.png\n",
      "1629 done jpg\n",
      "1630 ./data//train_images/2940.png\n",
      "1630 done jpg\n",
      "1631 ./data//train_images/469.png\n",
      "1631 done jpg\n",
      "1632 ./data//train_images/735.png\n",
      "1632 done jpg\n",
      "1633 ./data//train_images/9212.png\n",
      "1633 done jpg\n",
      "1634 ./data//train_images/2329.png\n",
      "1634 done jpg\n",
      "1635 ./data//train_images/8636.png\n",
      "1635 done jpg\n",
      "1636 ./data//train_images/2524.png\n",
      "1636 done jpg\n",
      "1637 ./data//train_images/10507.png\n",
      "1637 done jpg\n",
      "1638 ./data//train_images/6031.png\n",
      "1638 done jpg\n",
      "1639 ./data//train_images/4077.png\n",
      "1639 done jpg\n",
      "1640 ./data//train_images/6792.png\n",
      "1640 done jpg\n",
      "1641 ./data//train_images/2401.png\n",
      "1641 done jpg\n",
      "1642 ./data//train_images/9964.png\n",
      "1642 done jpg\n",
      "1643 ./data//train_images/5700.png\n",
      "1643 done jpg\n",
      "1644 ./data//train_images/9000.png\n",
      "1644 done jpg\n",
      "1645 ./data//train_images/9833.png\n",
      "1645 done jpg\n",
      "1646 ./data//train_images/2385.png\n",
      "1646 done jpg\n",
      "1647 ./data//train_images/6986.png\n",
      "1647 done jpg\n",
      "1648 ./data//train_images/6815.png\n",
      "1648 done jpg\n",
      "1649 ./data//train_images/2581.png\n",
      "1649 done jpg\n",
      "1650 ./data//train_images/9799.png\n",
      "1650 done jpg\n",
      "1651 ./data//train_images/192.png\n",
      "1651 done jpg\n",
      "1652 ./data//train_images/4587.png\n",
      "1652 done jpg\n",
      "1653 ./data//train_images/7258.png\n",
      "1653 done jpg\n",
      "1654 ./data//train_images/7284.png\n",
      "1654 done jpg\n",
      "1655 ./data//train_images/4877.png\n",
      "1655 done jpg\n",
      "1656 ./data//train_images/7616.png\n",
      "1656 done jpg\n",
      "1657 ./data//train_images/6020.png\n",
      "1657 done jpg\n",
      "1658 ./data//train_images/5633.png\n",
      "1658 done jpg\n",
      "1659 ./data//train_images/31.png\n",
      "1659 done jpg\n",
      "1660 ./data//train_images/4408.png\n",
      "1660 done jpg\n",
      "1661 ./data//train_images/3333.png\n",
      "1661 done jpg\n",
      "1662 ./data//train_images/1462.png\n",
      "1662 done jpg\n",
      "1663 ./data//train_images/1402.png\n",
      "1663 done jpg\n",
      "1664 ./data//train_images/4621.png\n",
      "1664 done jpg\n",
      "1665 ./data//train_images/6019.png\n",
      "1665 done jpg\n",
      "1666 ./data//train_images/6640.png\n",
      "1666 done jpg\n",
      "1667 ./data//train_images/2220.png\n",
      "1667 done jpg\n",
      "1668 ./data//train_images/1046.png\n",
      "1668 done jpg\n",
      "1669 ./data//train_images/10116.png\n",
      "1669 done jpg\n",
      "1670 ./data//train_images/6145.png\n",
      "1670 done jpg\n",
      "1671 ./data//train_images/1372.png\n",
      "1671 done jpg\n",
      "1672 ./data//train_images/6967.png\n",
      "1672 done jpg\n",
      "1673 ./data//train_images/8407.png\n",
      "1673 done jpg\n",
      "1674 ./data//train_images/2558.png\n",
      "1674 done jpg\n",
      "1675 ./data//train_images/10167.png\n",
      "1675 done jpg\n",
      "1676 ./data//train_images/2163.png\n",
      "1676 done jpg\n",
      "1677 ./data//train_images/8109.png\n",
      "1677 done jpg\n",
      "1678 ./data//train_images/6572.png\n",
      "1678 done jpg\n",
      "1679 ./data//train_images/6565.png\n",
      "1679 done jpg\n",
      "1680 ./data//train_images/9810.png\n",
      "1680 done jpg\n",
      "1681 ./data//train_images/7004.png\n",
      "1681 done jpg\n",
      "1682 ./data//train_images/1512.png\n",
      "1682 done jpg\n",
      "1683 ./data//train_images/1497.png\n",
      "1683 done jpg\n",
      "1684 ./data//train_images/1639.png\n",
      "1684 done jpg\n",
      "1685 ./data//train_images/8752.png\n",
      "1685 done jpg\n",
      "1686 ./data//train_images/5630.png\n",
      "1686 done jpg\n",
      "1687 ./data//train_images/2361.png\n",
      "1687 done jpg\n",
      "1688 ./data//train_images/8595.png\n",
      "1688 done jpg\n",
      "1689 ./data//train_images/41.png\n",
      "1689 done jpg\n",
      "1690 ./data//train_images/5471.png\n",
      "1690 done jpg\n",
      "1691 ./data//train_images/8438.png\n",
      "1691 done jpg\n",
      "1692 ./data//train_images/9296.png\n",
      "1692 done jpg\n",
      "1693 ./data//train_images/2269.png\n",
      "1693 done jpg\n",
      "1694 ./data//train_images/4106.png\n",
      "1694 done jpg\n",
      "1695 ./data//train_images/5464.png\n",
      "1695 done jpg\n",
      "1696 ./data//train_images/8340.png\n",
      "1696 done jpg\n",
      "1697 ./data//train_images/6556.png\n",
      "1697 done jpg\n",
      "1698 ./data//train_images/3801.png\n",
      "1698 done jpg\n",
      "1699 ./data//train_images/2035.png\n",
      "1699 done jpg\n",
      "1700 ./data//train_images/4374.png\n",
      "1700 done jpg\n",
      "1701 ./data//train_images/6985.png\n",
      "1701 done jpg\n",
      "1702 ./data//train_images/6865.png\n",
      "1702 done jpg\n",
      "1703 ./data//train_images/1155.png\n",
      "1703 done jpg\n",
      "1704 ./data//train_images/5497.png\n",
      "1704 done jpg\n",
      "1705 ./data//train_images/10053.png\n",
      "1705 done jpg\n",
      "1706 ./data//train_images/8687.png\n",
      "1706 done jpg\n",
      "1707 ./data//train_images/5127.png\n",
      "1707 done jpg\n",
      "1708 ./data//train_images/4020.png\n",
      "1708 done jpg\n",
      "1709 ./data//train_images/7579.png\n",
      "1709 done jpg\n",
      "1710 ./data//train_images/9972.png\n",
      "1710 done jpg\n",
      "1711 ./data//train_images/1760.png\n",
      "1711 done jpg\n",
      "1712 ./data//train_images/9811.png\n",
      "1712 done jpg\n",
      "1713 ./data//train_images/419.png\n",
      "1713 done jpg\n",
      "1714 ./data//train_images/6808.png\n",
      "1714 done jpg\n",
      "1715 ./data//train_images/10450.png\n",
      "1715 done jpg\n",
      "1716 ./data//train_images/9673.png\n",
      "1716 done jpg\n",
      "1717 ./data//train_images/4127.png\n",
      "1717 done jpg\n",
      "1718 ./data//train_images/7651.png\n",
      "1718 done jpg\n",
      "1719 ./data//train_images/490.png\n",
      "1719 done jpg\n",
      "1720 ./data//train_images/4575.png\n",
      "1720 done jpg\n",
      "1721 ./data//train_images/8990.png\n",
      "1721 done jpg\n",
      "1722 ./data//train_images/355.png\n",
      "1722 done jpg\n",
      "1723 ./data//train_images/4759.png\n",
      "1723 done jpg\n",
      "1724 ./data//train_images/7063.png\n",
      "1724 done jpg\n",
      "1725 ./data//train_images/2557.png\n",
      "1725 done jpg\n",
      "1726 ./data//train_images/10474.png\n",
      "1726 done jpg\n",
      "1727 ./data//train_images/8055.png\n",
      "1727 done jpg\n",
      "1728 ./data//train_images/7725.png\n",
      "1728 done jpg\n",
      "1729 ./data//train_images/3212.png\n",
      "1729 done jpg\n",
      "1730 ./data//train_images/8926.png\n",
      "1730 done jpg\n",
      "1731 ./data//train_images/10011.png\n",
      "1731 done jpg\n",
      "1732 ./data//train_images/9193.png\n",
      "1732 done jpg\n",
      "1733 ./data//train_images/2792.png\n",
      "1733 done jpg\n",
      "1734 ./data//train_images/5327.png\n",
      "1734 done jpg\n",
      "1735 ./data//train_images/6472.png\n",
      "1735 done jpg\n",
      "1736 ./data//train_images/9100.png\n",
      "1736 done jpg\n",
      "1737 ./data//train_images/6442.png\n",
      "1737 done jpg\n",
      "1738 ./data//train_images/9383.png\n",
      "1738 done jpg\n",
      "1739 ./data//train_images/1243.png\n",
      "1739 done jpg\n",
      "1740 ./data//train_images/5370.png\n",
      "1740 done jpg\n",
      "1741 ./data//train_images/9903.png\n",
      "1741 done jpg\n",
      "1742 ./data//train_images/5109.png\n",
      "1742 done jpg\n",
      "1743 ./data//train_images/4508.png\n",
      "1743 done jpg\n",
      "1744 ./data//train_images/6521.png\n",
      "1744 done jpg\n",
      "1745 ./data//train_images/7784.png\n",
      "1745 done jpg\n",
      "1746 ./data//train_images/7291.png\n",
      "1746 done jpg\n",
      "1747 ./data//train_images/3433.png\n",
      "1747 done jpg\n",
      "1748 ./data//train_images/4919.png\n",
      "1748 done jpg\n",
      "1749 ./data//train_images/5062.png\n",
      "1749 done jpg\n",
      "1750 ./data//train_images/7007.png\n",
      "1750 done jpg\n",
      "1751 ./data//train_images/9801.png\n",
      "1751 done jpg\n",
      "1752 ./data//train_images/1857.png\n",
      "1752 done jpg\n",
      "1753 ./data//train_images/5504.png\n",
      "1753 done jpg\n",
      "1754 ./data//train_images/7673.png\n",
      "1754 done jpg\n",
      "1755 ./data//train_images/2063.png\n",
      "1755 done jpg\n",
      "1756 ./data//train_images/9344.png\n",
      "1756 done jpg\n",
      "1757 ./data//train_images/3546.png\n",
      "1757 done jpg\n",
      "1758 ./data//train_images/9537.png\n",
      "1758 done jpg\n",
      "1759 ./data//train_images/4617.png\n",
      "1759 done jpg\n",
      "1760 ./data//train_images/3542.png\n",
      "1760 done jpg\n",
      "1761 ./data//train_images/6660.png\n",
      "1761 done jpg\n",
      "1762 ./data//train_images/3631.png\n",
      "1762 done jpg\n",
      "1763 ./data//train_images/7946.png\n",
      "1763 done jpg\n",
      "1764 ./data//train_images/1829.png\n",
      "1764 done jpg\n",
      "1765 ./data//train_images/4943.png\n",
      "1765 done jpg\n",
      "1766 ./data//train_images/66.png\n",
      "1766 done jpg\n",
      "1767 ./data//train_images/7771.png\n",
      "1767 done jpg\n",
      "1768 ./data//train_images/4637.png\n",
      "1768 done jpg\n",
      "1769 ./data//train_images/10535.png\n",
      "1769 done jpg\n",
      "1770 ./data//train_images/5720.png\n",
      "1770 done jpg\n",
      "1771 ./data//train_images/5524.png\n",
      "1771 done jpg\n",
      "1772 ./data//train_images/8606.png\n",
      "1772 done jpg\n",
      "1773 ./data//train_images/8423.png\n",
      "1773 done jpg\n",
      "1774 ./data//train_images/7478.png\n",
      "1774 done jpg\n",
      "1775 ./data//train_images/4530.png\n",
      "1775 done jpg\n",
      "1776 ./data//train_images/8048.png\n",
      "1776 done jpg\n",
      "1777 ./data//train_images/2586.png\n",
      "1777 done jpg\n",
      "1778 ./data//train_images/6213.png\n",
      "1778 done jpg\n",
      "1779 ./data//train_images/5741.png\n",
      "1779 done jpg\n",
      "1780 ./data//train_images/5983.png\n",
      "1780 done jpg\n",
      "1781 ./data//train_images/6529.png\n",
      "1781 done jpg\n",
      "1782 ./data//train_images/3536.png\n",
      "1782 done jpg\n",
      "1783 ./data//train_images/4.png\n",
      "1783 done jpg\n",
      "1784 ./data//train_images/8668.png\n",
      "1784 done jpg\n",
      "1785 ./data//train_images/5369.png\n",
      "1785 done jpg\n",
      "1786 ./data//train_images/9630.png\n",
      "1786 done jpg\n",
      "1787 ./data//train_images/4693.png\n",
      "1787 done jpg\n",
      "1788 ./data//train_images/1900.png\n",
      "1788 done jpg\n",
      "1789 ./data//train_images/2182.png\n",
      "1789 done jpg\n",
      "1790 ./data//train_images/2430.png\n",
      "1790 done jpg\n",
      "1791 ./data//train_images/1365.png\n",
      "1791 done jpg\n",
      "1792 ./data//train_images/5362.png\n",
      "1792 done jpg\n",
      "1793 ./data//train_images/5424.png\n",
      "1793 done jpg\n",
      "1794 ./data//train_images/4522.png\n",
      "1794 done jpg\n",
      "1795 ./data//train_images/4355.png\n",
      "1795 done jpg\n",
      "1796 ./data//train_images/3193.png\n",
      "1796 done jpg\n",
      "1797 ./data//train_images/5438.png\n",
      "1797 done jpg\n",
      "1798 ./data//train_images/2820.png\n",
      "1798 done jpg\n",
      "1799 ./data//train_images/2427.png\n",
      "1799 done jpg\n",
      "1800 ./data//train_images/2667.png\n",
      "1800 done jpg\n",
      "1801 ./data//train_images/377.png\n",
      "1801 done jpg\n",
      "1802 ./data//train_images/94.png\n",
      "1802 done jpg\n",
      "1803 ./data//train_images/9030.png\n",
      "1803 done jpg\n",
      "1804 ./data//train_images/3368.png\n",
      "1804 done jpg\n",
      "1805 ./data//train_images/5350.png\n",
      "1805 done jpg\n",
      "1806 ./data//train_images/6370.png\n",
      "1806 done jpg\n",
      "1807 ./data//train_images/2483.png\n",
      "1807 done jpg\n",
      "1808 ./data//train_images/1172.png\n",
      "1808 done jpg\n",
      "1809 ./data//train_images/6021.png\n",
      "1809 done jpg\n",
      "1810 ./data//train_images/2877.png\n",
      "1810 done jpg\n",
      "1811 ./data//train_images/6274.png\n",
      "1811 done jpg\n",
      "1812 ./data//train_images/9970.png\n",
      "1812 done jpg\n",
      "1813 ./data//train_images/2015.png\n",
      "1813 done jpg\n",
      "1814 ./data//train_images/8663.png\n",
      "1814 done jpg\n",
      "1815 ./data//train_images/1295.png\n",
      "1815 done jpg\n",
      "1816 ./data//train_images/7703.png\n",
      "1816 done jpg\n",
      "1817 ./data//train_images/5828.png\n",
      "1817 done jpg\n",
      "1818 ./data//train_images/3671.png\n",
      "1818 done jpg\n",
      "1819 ./data//train_images/9366.png\n",
      "1819 done jpg\n",
      "1820 ./data//train_images/2975.png\n",
      "1820 done jpg\n",
      "1821 ./data//train_images/1931.png\n",
      "1821 done jpg\n",
      "1822 ./data//train_images/8831.png\n",
      "1822 done jpg\n",
      "1823 ./data//train_images/1667.png\n",
      "1823 done jpg\n",
      "1824 ./data//train_images/4746.png\n",
      "1824 done jpg\n",
      "1825 ./data//train_images/9585.png\n",
      "1825 done jpg\n",
      "1826 ./data//train_images/6558.png\n",
      "1826 done jpg\n",
      "1827 ./data//train_images/6256.png\n",
      "1827 done jpg\n",
      "1828 ./data//train_images/6607.png\n",
      "1828 done jpg\n",
      "1829 ./data//train_images/9510.png\n",
      "1829 done jpg\n",
      "1830 ./data//train_images/5450.png\n",
      "1830 done jpg\n",
      "1831 ./data//train_images/10529.png\n",
      "1831 done jpg\n",
      "1832 ./data//train_images/2289.png\n",
      "1832 done jpg\n",
      "1833 ./data//train_images/8493.png\n",
      "1833 done jpg\n",
      "1834 ./data//train_images/8172.png\n",
      "1834 done jpg\n",
      "1835 ./data//train_images/2255.png\n",
      "1835 done jpg\n",
      "1836 ./data//train_images/6386.png\n",
      "1836 done jpg\n",
      "1837 ./data//train_images/10115.png\n",
      "1837 done jpg\n",
      "1838 ./data//train_images/8857.png\n",
      "1838 done jpg\n",
      "1839 ./data//train_images/7750.png\n",
      "1839 done jpg\n",
      "1840 ./data//train_images/5342.png\n",
      "1840 done jpg\n",
      "1841 ./data//train_images/762.png\n",
      "1841 done jpg\n",
      "1842 ./data//train_images/4578.png\n",
      "1842 done jpg\n",
      "1843 ./data//train_images/2620.png\n",
      "1843 done jpg\n",
      "1844 ./data//train_images/8856.png\n",
      "1844 done jpg\n",
      "1845 ./data//train_images/3098.png\n",
      "1845 done jpg\n",
      "1846 ./data//train_images/69.png\n",
      "1846 done jpg\n",
      "1847 ./data//train_images/6651.png\n",
      "1847 done jpg\n",
      "1848 ./data//train_images/9371.png\n",
      "1848 done jpg\n",
      "1849 ./data//train_images/1548.png\n",
      "1849 done jpg\n",
      "1850 ./data//train_images/817.png\n",
      "1850 done jpg\n",
      "1851 ./data//train_images/1477.png\n",
      "1851 done jpg\n",
      "1852 ./data//train_images/7412.png\n",
      "1852 done jpg\n",
      "1853 ./data//train_images/4762.png\n",
      "1853 done jpg\n",
      "1854 ./data//train_images/9842.png\n",
      "1854 done jpg\n",
      "1855 ./data//train_images/1184.png\n",
      "1855 done jpg\n",
      "1856 ./data//train_images/1405.png\n",
      "1856 done jpg\n",
      "1857 ./data//train_images/6608.png\n",
      "1857 done jpg\n",
      "1858 ./data//train_images/10198.png\n",
      "1858 done jpg\n",
      "1859 ./data//train_images/1279.png\n",
      "1859 done jpg\n",
      "1860 ./data//train_images/7327.png\n",
      "1860 done jpg\n",
      "1861 ./data//train_images/781.png\n",
      "1861 done jpg\n",
      "1862 ./data//train_images/8199.png\n",
      "1862 done jpg\n",
      "1863 ./data//train_images/5448.png\n",
      "1863 done jpg\n",
      "1864 ./data//train_images/9743.png\n",
      "1864 done jpg\n",
      "1865 ./data//train_images/7968.png\n",
      "1865 done jpg\n",
      "1866 ./data//train_images/10242.png\n",
      "1866 done jpg\n",
      "1867 ./data//train_images/6292.png\n",
      "1867 done jpg\n",
      "1868 ./data//train_images/1221.png\n",
      "1868 done jpg\n",
      "1869 ./data//train_images/4295.png\n",
      "1869 done jpg\n",
      "1870 ./data//train_images/6473.png\n",
      "1870 done jpg\n",
      "1871 ./data//train_images/7083.png\n",
      "1871 done jpg\n",
      "1872 ./data//train_images/8531.png\n",
      "1872 done jpg\n",
      "1873 ./data//train_images/7081.png\n",
      "1873 done jpg\n",
      "1874 ./data//train_images/6550.png\n",
      "1874 done jpg\n",
      "1875 ./data//train_images/5796.png\n",
      "1875 done jpg\n",
      "1876 ./data//train_images/8985.png\n",
      "1876 done jpg\n",
      "1877 ./data//train_images/9775.png\n",
      "1877 done jpg\n",
      "1878 ./data//train_images/6916.png\n",
      "1878 done jpg\n",
      "1879 ./data//train_images/10099.png\n",
      "1879 done jpg\n",
      "1880 ./data//train_images/2775.png\n",
      "1880 done jpg\n",
      "1881 ./data//train_images/3948.png\n",
      "1881 done jpg\n",
      "1882 ./data//train_images/2398.png\n",
      "1882 done jpg\n",
      "1883 ./data//train_images/1935.png\n",
      "1883 done jpg\n",
      "1884 ./data//train_images/9517.png\n",
      "1884 done jpg\n",
      "1885 ./data//train_images/166.png\n",
      "1885 done jpg\n",
      "1886 ./data//train_images/3751.png\n",
      "1886 done jpg\n",
      "1887 ./data//train_images/9112.png\n",
      "1887 done jpg\n",
      "1888 ./data//train_images/974.png\n",
      "1888 done jpg\n",
      "1889 ./data//train_images/8840.png\n",
      "1889 done jpg\n",
      "1890 ./data//train_images/5176.png\n",
      "1890 done jpg\n",
      "1891 ./data//train_images/9079.png\n",
      "1891 done jpg\n",
      "1892 ./data//train_images/6317.png\n",
      "1892 done jpg\n",
      "1893 ./data//train_images/181.png\n",
      "1893 done jpg\n",
      "1894 ./data//train_images/10519.png\n",
      "1894 done jpg\n",
      "1895 ./data//train_images/6939.png\n",
      "1895 done jpg\n",
      "1896 ./data//train_images/190.png\n",
      "1896 done jpg\n",
      "1897 ./data//train_images/5251.png\n",
      "1897 done jpg\n",
      "1898 ./data//train_images/8262.png\n",
      "1898 done jpg\n",
      "1899 ./data//train_images/9253.png\n",
      "1899 done jpg\n",
      "1900 ./data//train_images/6630.png\n",
      "1900 done jpg\n",
      "1901 ./data//train_images/2933.png\n",
      "1901 done jpg\n",
      "1902 ./data//train_images/2337.png\n",
      "1902 done jpg\n",
      "1903 ./data//train_images/7732.png\n",
      "1903 done jpg\n",
      "1904 ./data//train_images/1992.png\n",
      "1904 done jpg\n",
      "1905 ./data//train_images/7430.png\n",
      "1905 done jpg\n",
      "1906 ./data//train_images/9559.png\n",
      "1906 done jpg\n",
      "1907 ./data//train_images/10149.png\n",
      "1907 done jpg\n",
      "1908 ./data//train_images/6631.png\n",
      "1908 done jpg\n",
      "1909 ./data//train_images/1892.png\n",
      "1909 done jpg\n",
      "1910 ./data//train_images/4214.png\n",
      "1910 done jpg\n",
      "1911 ./data//train_images/3148.png\n",
      "1911 done jpg\n",
      "1912 ./data//train_images/9616.png\n",
      "1912 done jpg\n",
      "1913 ./data//train_images/450.png\n",
      "1913 done jpg\n",
      "1914 ./data//train_images/2551.png\n",
      "1914 done jpg\n",
      "1915 ./data//train_images/8893.png\n",
      "1915 done jpg\n",
      "1916 ./data//train_images/1970.png\n",
      "1916 done jpg\n",
      "1917 ./data//train_images/8729.png\n",
      "1917 done jpg\n",
      "1918 ./data//train_images/8714.png\n",
      "1918 done jpg\n",
      "1919 ./data//train_images/3708.png\n",
      "1919 done jpg\n",
      "1920 ./data//train_images/9315.png\n",
      "1920 done jpg\n",
      "1921 ./data//train_images/3789.png\n",
      "1921 done jpg\n",
      "1922 ./data//train_images/7773.png\n",
      "1922 done jpg\n",
      "1923 ./data//train_images/5887.png\n",
      "1923 done jpg\n",
      "1924 ./data//train_images/10399.png\n",
      "1924 done jpg\n",
      "1925 ./data//train_images/9617.png\n",
      "1925 done jpg\n",
      "1926 ./data//train_images/2874.png\n",
      "1926 done jpg\n",
      "1927 ./data//train_images/2253.png\n",
      "1927 done jpg\n",
      "1928 ./data//train_images/4238.png\n",
      "1928 done jpg\n",
      "1929 ./data//train_images/7450.png\n",
      "1929 done jpg\n",
      "1930 ./data//train_images/9938.png\n",
      "1930 done jpg\n",
      "1931 ./data//train_images/3009.png\n",
      "1931 done jpg\n",
      "1932 ./data//train_images/6479.png\n",
      "1932 done jpg\n",
      "1933 ./data//train_images/4476.png\n",
      "1933 done jpg\n",
      "1934 ./data//train_images/3863.png\n",
      "1934 done jpg\n",
      "1935 ./data//train_images/6510.png\n",
      "1935 done jpg\n",
      "1936 ./data//train_images/1542.png\n",
      "1936 done jpg\n",
      "1937 ./data//train_images/430.png\n",
      "1937 done jpg\n",
      "1938 ./data//train_images/6389.png\n",
      "1938 done jpg\n",
      "1939 ./data//train_images/2275.png\n",
      "1939 done jpg\n",
      "1940 ./data//train_images/341.png\n",
      "1940 done jpg\n",
      "1941 ./data//train_images/1230.png\n",
      "1941 done jpg\n",
      "1942 ./data//train_images/8557.png\n",
      "1942 done jpg\n",
      "1943 ./data//train_images/10064.png\n",
      "1943 done jpg\n",
      "1944 ./data//train_images/2562.png\n",
      "1944 done jpg\n",
      "1945 ./data//train_images/4160.png\n",
      "1945 done jpg\n",
      "1946 ./data//train_images/3187.png\n",
      "1946 done jpg\n",
      "1947 ./data//train_images/3317.png\n",
      "1947 done jpg\n",
      "1948 ./data//train_images/7401.png\n",
      "1948 done jpg\n",
      "1949 ./data//train_images/9007.png\n",
      "1949 done jpg\n",
      "1950 ./data//train_images/3810.png\n",
      "1950 done jpg\n",
      "1951 ./data//train_images/7151.png\n",
      "1951 done jpg\n",
      "1952 ./data//train_images/562.png\n",
      "1952 done jpg\n",
      "1953 ./data//train_images/9604.png\n",
      "1953 done jpg\n",
      "1954 ./data//train_images/8873.png\n",
      "1954 done jpg\n",
      "1955 ./data//train_images/3523.png\n",
      "1955 done jpg\n",
      "1956 ./data//train_images/8475.png\n",
      "1956 done jpg\n",
      "1957 ./data//train_images/7985.png\n",
      "1957 done jpg\n",
      "1958 ./data//train_images/2351.png\n",
      "1958 done jpg\n",
      "1959 ./data//train_images/7513.png\n",
      "1959 done jpg\n",
      "1960 ./data//train_images/5308.png\n",
      "1960 done jpg\n",
      "1961 ./data//train_images/264.png\n",
      "1961 done jpg\n",
      "1962 ./data//train_images/7602.png\n",
      "1962 done jpg\n",
      "1963 ./data//train_images/2198.png\n",
      "1963 done jpg\n",
      "1964 ./data//train_images/7139.png\n",
      "1964 done jpg\n",
      "1965 ./data//train_images/2115.png\n",
      "1965 done jpg\n",
      "1966 ./data//train_images/944.png\n",
      "1966 done jpg\n",
      "1967 ./data//train_images/7964.png\n",
      "1967 done jpg\n",
      "1968 ./data//train_images/7982.png\n",
      "1968 done jpg\n",
      "1969 ./data//train_images/8929.png\n",
      "1969 done jpg\n",
      "1970 ./data//train_images/8880.png\n",
      "1970 done jpg\n",
      "1971 ./data//train_images/4810.png\n",
      "1971 done jpg\n",
      "1972 ./data//train_images/10504.png\n",
      "1972 done jpg\n",
      "1973 ./data//train_images/3326.png\n",
      "1973 done jpg\n",
      "1974 ./data//train_images/1933.png\n",
      "1974 done jpg\n",
      "1975 ./data//train_images/8563.png\n",
      "1975 done jpg\n",
      "1976 ./data//train_images/6266.png\n",
      "1976 done jpg\n",
      "1977 ./data//train_images/1966.png\n",
      "1977 done jpg\n",
      "1978 ./data//train_images/742.png\n",
      "1978 done jpg\n",
      "1979 ./data//train_images/1920.png\n",
      "1979 done jpg\n",
      "1980 ./data//train_images/7130.png\n",
      "1980 done jpg\n",
      "1981 ./data//train_images/4049.png\n",
      "1981 done jpg\n",
      "1982 ./data//train_images/6268.png\n",
      "1982 done jpg\n",
      "1983 ./data//train_images/9659.png\n",
      "1983 done jpg\n",
      "1984 ./data//train_images/7446.png\n",
      "1984 done jpg\n",
      "1985 ./data//train_images/5956.png\n",
      "1985 done jpg\n",
      "1986 ./data//train_images/6490.png\n",
      "1986 done jpg\n",
      "1987 ./data//train_images/8192.png\n",
      "1987 done jpg\n",
      "1988 ./data//train_images/9167.png\n",
      "1988 done jpg\n",
      "1989 ./data//train_images/3929.png\n",
      "1989 done jpg\n",
      "1990 ./data//train_images/2474.png\n",
      "1990 done jpg\n",
      "1991 ./data//train_images/9245.png\n",
      "1991 done jpg\n",
      "1992 ./data//train_images/8052.png\n",
      "1992 done jpg\n",
      "1993 ./data//train_images/7138.png\n",
      "1993 done jpg\n",
      "1994 ./data//train_images/7362.png\n",
      "1994 done jpg\n",
      "1995 ./data//train_images/10341.png\n",
      "1995 done jpg\n",
      "1996 ./data//train_images/6746.png\n",
      "1996 done jpg\n",
      "1997 ./data//train_images/9766.png\n",
      "1997 done jpg\n",
      "1998 ./data//train_images/3188.png\n",
      "1998 done jpg\n",
      "1999 ./data//train_images/7251.png\n",
      "1999 done jpg\n",
      "2000 ./data//train_images/7242.png\n",
      "2000 done jpg\n",
      "2001 ./data//train_images/2512.png\n",
      "2001 done jpg\n",
      "2002 ./data//train_images/6253.png\n",
      "2002 done jpg\n",
      "2003 ./data//train_images/9831.png\n",
      "2003 done jpg\n",
      "2004 ./data//train_images/858.png\n",
      "2004 done jpg\n",
      "2005 ./data//train_images/5304.png\n",
      "2005 done jpg\n",
      "2006 ./data//train_images/1144.png\n",
      "2006 done jpg\n",
      "2007 ./data//train_images/5239.png\n",
      "2007 done jpg\n",
      "2008 ./data//train_images/3565.png\n",
      "2008 done jpg\n",
      "2009 ./data//train_images/785.png\n",
      "2009 done jpg\n",
      "2010 ./data//train_images/8211.png\n",
      "2010 done jpg\n",
      "2011 ./data//train_images/4976.png\n",
      "2011 done jpg\n",
      "2012 ./data//train_images/10452.png\n",
      "2012 done jpg\n",
      "2013 ./data//train_images/4369.png\n",
      "2013 done jpg\n",
      "2014 ./data//train_images/6101.png\n",
      "2014 done jpg\n",
      "2015 ./data//train_images/5829.png\n",
      "2015 done jpg\n",
      "2016 ./data//train_images/3793.png\n",
      "2016 done jpg\n",
      "2017 ./data//train_images/3590.png\n",
      "2017 done jpg\n",
      "2018 ./data//train_images/6589.png\n",
      "2018 done jpg\n",
      "2019 ./data//train_images/5899.png\n",
      "2019 done jpg\n",
      "2020 ./data//train_images/5353.png\n",
      "2020 done jpg\n",
      "2021 ./data//train_images/8234.png\n",
      "2021 done jpg\n",
      "2022 ./data//train_images/7021.png\n",
      "2022 done jpg\n",
      "2023 ./data//train_images/8200.png\n",
      "2023 done jpg\n",
      "2024 ./data//train_images/689.png\n",
      "2024 done jpg\n",
      "2025 ./data//train_images/7493.png\n",
      "2025 done jpg\n",
      "2026 ./data//train_images/2075.png\n",
      "2026 done jpg\n",
      "2027 ./data//train_images/2850.png\n",
      "2027 done jpg\n",
      "2028 ./data//train_images/783.png\n",
      "2028 done jpg\n",
      "2029 ./data//train_images/7202.png\n",
      "2029 done jpg\n",
      "2030 ./data//train_images/8739.png\n",
      "2030 done jpg\n",
      "2031 ./data//train_images/9089.png\n",
      "2031 done jpg\n",
      "2032 ./data//train_images/1190.png\n",
      "2032 done jpg\n",
      "2033 ./data//train_images/1031.png\n",
      "2033 done jpg\n",
      "2034 ./data//train_images/386.png\n",
      "2034 done jpg\n",
      "2035 ./data//train_images/532.png\n",
      "2035 done jpg\n",
      "2036 ./data//train_images/6039.png\n",
      "2036 done jpg\n",
      "2037 ./data//train_images/3458.png\n",
      "2037 done jpg\n",
      "2038 ./data//train_images/2086.png\n",
      "2038 done jpg\n",
      "2039 ./data//train_images/4662.png\n",
      "2039 done jpg\n",
      "2040 ./data//train_images/8432.png\n",
      "2040 done jpg\n",
      "2041 ./data//train_images/3606.png\n",
      "2041 done jpg\n",
      "2042 ./data//train_images/5860.png\n",
      "2042 done jpg\n",
      "2043 ./data//train_images/480.png\n",
      "2043 done jpg\n",
      "2044 ./data//train_images/7647.png\n",
      "2044 done jpg\n",
      "2045 ./data//train_images/8715.png\n",
      "2045 done jpg\n",
      "2046 ./data//train_images/24.png\n",
      "2046 done jpg\n",
      "2047 ./data//train_images/7331.png\n",
      "2047 done jpg\n",
      "2048 ./data//train_images/8941.png\n",
      "2048 done jpg\n",
      "2049 ./data//train_images/9945.png\n",
      "2049 done jpg\n",
      "2050 ./data//train_images/10422.png\n",
      "2050 done jpg\n",
      "2051 ./data//train_images/5697.png\n",
      "2051 done jpg\n",
      "2052 ./data//train_images/863.png\n",
      "2052 done jpg\n",
      "2053 ./data//train_images/4789.png\n",
      "2053 done jpg\n",
      "2054 ./data//train_images/5971.png\n",
      "2054 done jpg\n",
      "2055 ./data//train_images/9865.png\n",
      "2055 done jpg\n",
      "2056 ./data//train_images/3299.png\n",
      "2056 done jpg\n",
      "2057 ./data//train_images/5977.png\n",
      "2057 done jpg\n",
      "2058 ./data//train_images/4804.png\n",
      "2058 done jpg\n",
      "2059 ./data//train_images/10051.png\n",
      "2059 done jpg\n",
      "2060 ./data//train_images/7671.png\n",
      "2060 done jpg\n",
      "2061 ./data//train_images/1714.png\n",
      "2061 done jpg\n",
      "2062 ./data//train_images/5739.png\n",
      "2062 done jpg\n",
      "2063 ./data//train_images/2372.png\n",
      "2063 done jpg\n",
      "2064 ./data//train_images/3882.png\n",
      "2064 done jpg\n",
      "2065 ./data//train_images/2721.png\n",
      "2065 done jpg\n",
      "2066 ./data//train_images/765.png\n",
      "2066 done jpg\n",
      "2067 ./data//train_images/7101.png\n",
      "2067 done jpg\n",
      "2068 ./data//train_images/1255.png\n",
      "2068 done jpg\n",
      "2069 ./data//train_images/4995.png\n",
      "2069 done jpg\n",
      "2070 ./data//train_images/5010.png\n",
      "2070 done jpg\n",
      "2071 ./data//train_images/5954.png\n",
      "2071 done jpg\n",
      "2072 ./data//train_images/2654.png\n",
      "2072 done jpg\n",
      "2073 ./data//train_images/5578.png\n",
      "2073 done jpg\n",
      "2074 ./data//train_images/235.png\n",
      "2074 done jpg\n",
      "2075 ./data//train_images/7002.png\n",
      "2075 done jpg\n",
      "2076 ./data//train_images/3358.png\n",
      "2076 done jpg\n",
      "2077 ./data//train_images/1696.png\n",
      "2077 done jpg\n",
      "2078 ./data//train_images/243.png\n",
      "2078 done jpg\n",
      "2079 ./data//train_images/6369.png\n",
      "2079 done jpg\n",
      "2080 ./data//train_images/4901.png\n",
      "2080 done jpg\n",
      "2081 ./data//train_images/3821.png\n",
      "2081 done jpg\n",
      "2082 ./data//train_images/3416.png\n",
      "2082 done jpg\n",
      "2083 ./data//train_images/8969.png\n",
      "2083 done jpg\n",
      "2084 ./data//train_images/2034.png\n",
      "2084 done jpg\n",
      "2085 ./data//train_images/496.png\n",
      "2085 done jpg\n",
      "2086 ./data//train_images/7597.png\n",
      "2086 done jpg\n",
      "2087 ./data//train_images/3080.png\n",
      "2087 done jpg\n",
      "2088 ./data//train_images/9893.png\n",
      "2088 done jpg\n",
      "2089 ./data//train_images/217.png\n",
      "2089 done jpg\n",
      "2090 ./data//train_images/4571.png\n",
      "2090 done jpg\n",
      "2091 ./data//train_images/9525.png\n",
      "2091 done jpg\n",
      "2092 ./data//train_images/779.png\n",
      "2092 done jpg\n",
      "2093 ./data//train_images/9103.png\n",
      "2093 done jpg\n",
      "2094 ./data//train_images/4851.png\n",
      "2094 done jpg\n",
      "2095 ./data//train_images/6301.png\n",
      "2095 done jpg\n",
      "2096 ./data//train_images/5986.png\n",
      "2096 done jpg\n",
      "2097 ./data//train_images/7349.png\n",
      "2097 done jpg\n",
      "2098 ./data//train_images/1858.png\n",
      "2098 done jpg\n",
      "2099 ./data//train_images/9468.png\n",
      "2099 done jpg\n",
      "2100 ./data//train_images/5325.png\n",
      "2100 done jpg\n",
      "2101 ./data//train_images/2418.png\n",
      "2101 done jpg\n",
      "2102 ./data//train_images/1563.png\n",
      "2102 done jpg\n",
      "2103 ./data//train_images/1234.png\n",
      "2103 done jpg\n",
      "2104 ./data//train_images/3596.png\n",
      "2104 done jpg\n",
      "2105 ./data//train_images/2130.png\n",
      "2105 done jpg\n",
      "2106 ./data//train_images/9019.png\n",
      "2106 done jpg\n",
      "2107 ./data//train_images/6233.png\n",
      "2107 done jpg\n",
      "2108 ./data//train_images/4468.png\n",
      "2108 done jpg\n",
      "2109 ./data//train_images/7639.png\n",
      "2109 done jpg\n",
      "2110 ./data//train_images/4579.png\n",
      "2110 done jpg\n",
      "2111 ./data//train_images/686.png\n",
      "2111 done jpg\n",
      "2112 ./data//train_images/2265.png\n",
      "2112 done jpg\n",
      "2113 ./data//train_images/6679.png\n",
      "2113 done jpg\n",
      "2114 ./data//train_images/2051.png\n",
      "2114 done jpg\n",
      "2115 ./data//train_images/2172.png\n",
      "2115 done jpg\n",
      "2116 ./data//train_images/6766.png\n",
      "2116 done jpg\n",
      "2117 ./data//train_images/5136.png\n",
      "2117 done jpg\n",
      "2118 ./data//train_images/3687.png\n",
      "2118 done jpg\n",
      "2119 ./data//train_images/9549.png\n",
      "2119 done jpg\n",
      "2120 ./data//train_images/4779.png\n",
      "2120 done jpg\n",
      "2121 ./data//train_images/1392.png\n",
      "2121 done jpg\n",
      "2122 ./data//train_images/8776.png\n",
      "2122 done jpg\n",
      "2123 ./data//train_images/1963.png\n",
      "2123 done jpg\n",
      "2124 ./data//train_images/9911.png\n",
      "2124 done jpg\n",
      "2125 ./data//train_images/8691.png\n",
      "2125 done jpg\n",
      "2126 ./data//train_images/759.png\n",
      "2126 done jpg\n",
      "2127 ./data//train_images/1752.png\n",
      "2127 done jpg\n",
      "2128 ./data//train_images/730.png\n",
      "2128 done jpg\n",
      "2129 ./data//train_images/8390.png\n",
      "2129 done jpg\n",
      "2130 ./data//train_images/4801.png\n",
      "2130 done jpg\n",
      "2131 ./data//train_images/6642.png\n",
      "2131 done jpg\n",
      "2132 ./data//train_images/4184.png\n",
      "2132 done jpg\n",
      "2133 ./data//train_images/0.png\n",
      "2133 done jpg\n",
      "2134 ./data//train_images/5768.png\n",
      "2134 done jpg\n",
      "2135 ./data//train_images/1511.png\n",
      "2135 done jpg\n",
      "2136 ./data//train_images/5909.png\n",
      "2136 done jpg\n",
      "2137 ./data//train_images/10428.png\n",
      "2137 done jpg\n",
      "2138 ./data//train_images/9149.png\n",
      "2138 done jpg\n",
      "2139 ./data//train_images/7396.png\n",
      "2139 done jpg\n",
      "2140 ./data//train_images/3379.png\n",
      "2140 done jpg\n",
      "2141 ./data//train_images/4756.png\n",
      "2141 done jpg\n",
      "2142 ./data//train_images/1755.png\n",
      "2142 done jpg\n",
      "2143 ./data//train_images/3017.png\n",
      "2143 done jpg\n",
      "2144 ./data//train_images/4910.png\n",
      "2144 done jpg\n",
      "2145 ./data//train_images/4406.png\n",
      "2145 done jpg\n",
      "2146 ./data//train_images/3750.png\n",
      "2146 done jpg\n",
      "2147 ./data//train_images/2170.png\n",
      "2147 done jpg\n",
      "2148 ./data//train_images/4097.png\n",
      "2148 done jpg\n",
      "2149 ./data//train_images/2619.png\n",
      "2149 done jpg\n",
      "2150 ./data//train_images/4407.png\n",
      "2150 done jpg\n",
      "2151 ./data//train_images/7909.png\n",
      "2151 done jpg\n",
      "2152 ./data//train_images/9870.png\n",
      "2152 done jpg\n",
      "2153 ./data//train_images/157.png\n",
      "2153 done jpg\n",
      "2154 ./data//train_images/2011.png\n",
      "2154 done jpg\n",
      "2155 ./data//train_images/307.png\n",
      "2155 done jpg\n",
      "2156 ./data//train_images/5766.png\n",
      "2156 done jpg\n",
      "2157 ./data//train_images/4362.png\n",
      "2157 done jpg\n",
      "2158 ./data//train_images/6655.png\n",
      "2158 done jpg\n",
      "2159 ./data//train_images/2434.png\n",
      "2159 done jpg\n",
      "2160 ./data//train_images/3925.png\n",
      "2160 done jpg\n",
      "2161 ./data//train_images/4328.png\n",
      "2161 done jpg\n",
      "2162 ./data//train_images/312.png\n",
      "2162 done jpg\n",
      "2163 ./data//train_images/8514.png\n",
      "2163 done jpg\n",
      "2164 ./data//train_images/2598.png\n",
      "2164 done jpg\n",
      "2165 ./data//train_images/3179.png\n",
      "2165 done jpg\n",
      "2166 ./data//train_images/8006.png\n",
      "2166 done jpg\n",
      "2167 ./data//train_images/1479.png\n",
      "2167 done jpg\n",
      "2168 ./data//train_images/1345.png\n",
      "2168 done jpg\n",
      "2169 ./data//train_images/1034.png\n",
      "2169 done jpg\n",
      "2170 ./data//train_images/7078.png\n",
      "2170 done jpg\n",
      "2171 ./data//train_images/9160.png\n",
      "2171 done jpg\n",
      "2172 ./data//train_images/7334.png\n",
      "2172 done jpg\n",
      "2173 ./data//train_images/6480.png\n",
      "2173 done jpg\n",
      "2174 ./data//train_images/8194.png\n",
      "2174 done jpg\n",
      "2175 ./data//train_images/1880.png\n",
      "2175 done jpg\n",
      "2176 ./data//train_images/3344.png\n",
      "2176 done jpg\n",
      "2177 ./data//train_images/9233.png\n",
      "2177 done jpg\n",
      "2178 ./data//train_images/2004.png\n",
      "2178 done jpg\n",
      "2179 ./data//train_images/5615.png\n",
      "2179 done jpg\n",
      "2180 ./data//train_images/6547.png\n",
      "2180 done jpg\n",
      "2181 ./data//train_images/7147.png\n",
      "2181 done jpg\n",
      "2182 ./data//train_images/3101.png\n",
      "2182 done jpg\n",
      "2183 ./data//train_images/1095.png\n",
      "2183 done jpg\n",
      "2184 ./data//train_images/7260.png\n",
      "2184 done jpg\n",
      "2185 ./data//train_images/9330.png\n",
      "2185 done jpg\n",
      "2186 ./data//train_images/2692.png\n",
      "2186 done jpg\n",
      "2187 ./data//train_images/536.png\n",
      "2187 done jpg\n",
      "2188 ./data//train_images/7752.png\n",
      "2188 done jpg\n",
      "2189 ./data//train_images/7481.png\n",
      "2189 done jpg\n",
      "2190 ./data//train_images/6983.png\n",
      "2190 done jpg\n",
      "2191 ./data//train_images/6316.png\n",
      "2191 done jpg\n",
      "2192 ./data//train_images/9638.png\n",
      "2192 done jpg\n",
      "2193 ./data//train_images/272.png\n",
      "2193 done jpg\n",
      "2194 ./data//train_images/9740.png\n",
      "2194 done jpg\n",
      "2195 ./data//train_images/5487.png\n",
      "2195 done jpg\n",
      "2196 ./data//train_images/531.png\n",
      "2196 done jpg\n",
      "2197 ./data//train_images/6183.png\n",
      "2197 done jpg\n",
      "2198 ./data//train_images/9484.png\n",
      "2198 done jpg\n",
      "2199 ./data//train_images/310.png\n",
      "2199 done jpg\n",
      "2200 ./data//train_images/6261.png\n",
      "2200 done jpg\n",
      "2201 ./data//train_images/6216.png\n",
      "2201 done jpg\n",
      "2202 ./data//train_images/197.png\n",
      "2202 done jpg\n",
      "2203 ./data//train_images/8704.png\n",
      "2203 done jpg\n",
      "2204 ./data//train_images/7922.png\n",
      "2204 done jpg\n",
      "2205 ./data//train_images/7758.png\n",
      "2205 done jpg\n",
      "2206 ./data//train_images/2774.png\n",
      "2206 done jpg\n",
      "2207 ./data//train_images/6700.png\n",
      "2207 done jpg\n",
      "2208 ./data//train_images/60.png\n",
      "2208 done jpg\n",
      "2209 ./data//train_images/584.png\n",
      "2209 done jpg\n",
      "2210 ./data//train_images/9697.png\n",
      "2210 done jpg\n",
      "2211 ./data//train_images/8065.png\n",
      "2211 done jpg\n",
      "2212 ./data//train_images/2565.png\n",
      "2212 done jpg\n",
      "2213 ./data//train_images/4229.png\n",
      "2213 done jpg\n",
      "2214 ./data//train_images/6673.png\n",
      "2214 done jpg\n",
      "2215 ./data//train_images/6308.png\n",
      "2215 done jpg\n",
      "2216 ./data//train_images/6051.png\n",
      "2216 done jpg\n",
      "2217 ./data//train_images/1498.png\n",
      "2217 done jpg\n",
      "2218 ./data//train_images/5392.png\n",
      "2218 done jpg\n",
      "2219 ./data//train_images/2316.png\n",
      "2219 done jpg\n",
      "2220 ./data//train_images/7142.png\n",
      "2220 done jpg\n",
      "2221 ./data//train_images/4073.png\n",
      "2221 done jpg\n",
      "2222 ./data//train_images/7560.png\n",
      "2222 done jpg\n",
      "2223 ./data//train_images/4399.png\n",
      "2223 done jpg\n",
      "2224 ./data//train_images/6818.png\n",
      "2224 done jpg\n",
      "2225 ./data//train_images/7875.png\n",
      "2225 done jpg\n",
      "2226 ./data//train_images/6716.png\n",
      "2226 done jpg\n",
      "2227 ./data//train_images/2634.png\n",
      "2227 done jpg\n",
      "2228 ./data//train_images/1911.png\n",
      "2228 done jpg\n",
      "2229 ./data//train_images/4286.png\n",
      "2229 done jpg\n",
      "2230 ./data//train_images/3191.png\n",
      "2230 done jpg\n",
      "2231 ./data//train_images/3613.png\n",
      "2231 done jpg\n",
      "2232 ./data//train_images/10074.png\n",
      "2232 done jpg\n",
      "2233 ./data//train_images/6706.png\n",
      "2233 done jpg\n",
      "2234 ./data//train_images/5290.png\n",
      "2234 done jpg\n",
      "2235 ./data//train_images/3284.png\n",
      "2235 done jpg\n",
      "2236 ./data//train_images/1694.png\n",
      "2236 done jpg\n",
      "2237 ./data//train_images/6826.png\n",
      "2237 done jpg\n",
      "2238 ./data//train_images/4602.png\n",
      "2238 done jpg\n",
      "2239 ./data//train_images/2536.png\n",
      "2239 done jpg\n",
      "2240 ./data//train_images/6988.png\n",
      "2240 done jpg\n",
      "2241 ./data//train_images/1475.png\n",
      "2241 done jpg\n",
      "2242 ./data//train_images/2073.png\n",
      "2242 done jpg\n",
      "2243 ./data//train_images/7913.png\n",
      "2243 done jpg\n",
      "2244 ./data//train_images/3201.png\n",
      "2244 done jpg\n",
      "2245 ./data//train_images/1703.png\n",
      "2245 done jpg\n",
      "2246 ./data//train_images/2917.png\n",
      "2246 done jpg\n",
      "2247 ./data//train_images/8391.png\n",
      "2247 done jpg\n",
      "2248 ./data//train_images/1751.png\n",
      "2248 done jpg\n",
      "2249 ./data//train_images/8051.png\n",
      "2249 done jpg\n",
      "2250 ./data//train_images/1793.png\n",
      "2250 done jpg\n",
      "2251 ./data//train_images/10531.png\n",
      "2251 done jpg\n",
      "2252 ./data//train_images/8069.png\n",
      "2252 done jpg\n",
      "2253 ./data//train_images/10223.png\n",
      "2253 done jpg\n",
      "2254 ./data//train_images/9915.png\n",
      "2254 done jpg\n",
      "2255 ./data//train_images/9492.png\n",
      "2255 done jpg\n",
      "2256 ./data//train_images/8700.png\n",
      "2256 done jpg\n",
      "2257 ./data//train_images/6629.png\n",
      "2257 done jpg\n",
      "2258 ./data//train_images/6690.png\n",
      "2258 done jpg\n",
      "2259 ./data//train_images/7108.png\n",
      "2259 done jpg\n",
      "2260 ./data//train_images/8323.png\n",
      "2260 done jpg\n",
      "2261 ./data//train_images/9144.png\n",
      "2261 done jpg\n",
      "2262 ./data//train_images/1289.png\n",
      "2262 done jpg\n",
      "2263 ./data//train_images/500.png\n",
      "2263 done jpg\n",
      "2264 ./data//train_images/7503.png\n",
      "2264 done jpg\n",
      "2265 ./data//train_images/8330.png\n",
      "2265 done jpg\n",
      "2266 ./data//train_images/9406.png\n",
      "2266 done jpg\n",
      "2267 ./data//train_images/9082.png\n",
      "2267 done jpg\n",
      "2268 ./data//train_images/7452.png\n",
      "2268 done jpg\n",
      "2269 ./data//train_images/3082.png\n",
      "2269 done jpg\n",
      "2270 ./data//train_images/899.png\n",
      "2270 done jpg\n",
      "2271 ./data//train_images/4111.png\n",
      "2271 done jpg\n",
      "2272 ./data//train_images/3181.png\n",
      "2272 done jpg\n",
      "2273 ./data//train_images/2045.png\n",
      "2273 done jpg\n",
      "2274 ./data//train_images/1683.png\n",
      "2274 done jpg\n",
      "2275 ./data//train_images/8889.png\n",
      "2275 done jpg\n",
      "2276 ./data//train_images/3955.png\n",
      "2276 done jpg\n",
      "2277 ./data//train_images/6454.png\n",
      "2277 done jpg\n",
      "2278 ./data//train_images/1393.png\n",
      "2278 done jpg\n",
      "2279 ./data//train_images/9905.png\n",
      "2279 done jpg\n",
      "2280 ./data//train_images/7326.png\n",
      "2280 done jpg\n",
      "2281 ./data//train_images/4430.png\n",
      "2281 done jpg\n",
      "2282 ./data//train_images/1867.png\n",
      "2282 done jpg\n",
      "2283 ./data//train_images/811.png\n",
      "2283 done jpg\n",
      "2284 ./data//train_images/4908.png\n",
      "2284 done jpg\n",
      "2285 ./data//train_images/7819.png\n",
      "2285 done jpg\n",
      "2286 ./data//train_images/4618.png\n",
      "2286 done jpg\n",
      "2287 ./data//train_images/5254.png\n",
      "2287 done jpg\n",
      "2288 ./data//train_images/8811.png\n",
      "2288 done jpg\n",
      "2289 ./data//train_images/7726.png\n",
      "2289 done jpg\n",
      "2290 ./data//train_images/3733.png\n",
      "2290 done jpg\n",
      "2291 ./data//train_images/10278.png\n",
      "2291 done jpg\n",
      "2292 ./data//train_images/4418.png\n",
      "2292 done jpg\n",
      "2293 ./data//train_images/8516.png\n",
      "2293 done jpg\n",
      "2294 ./data//train_images/5510.png\n",
      "2294 done jpg\n",
      "2295 ./data//train_images/5777.png\n",
      "2295 done jpg\n",
      "2296 ./data//train_images/8098.png\n",
      "2296 done jpg\n",
      "2297 ./data//train_images/2048.png\n",
      "2297 done jpg\n",
      "2298 ./data//train_images/2552.png\n",
      "2298 done jpg\n",
      "2299 ./data//train_images/5202.png\n",
      "2299 done jpg\n",
      "2300 ./data//train_images/9704.png\n",
      "2300 done jpg\n",
      "2301 ./data//train_images/7715.png\n",
      "2301 done jpg\n",
      "2302 ./data//train_images/5138.png\n",
      "2302 done jpg\n",
      "2303 ./data//train_images/9098.png\n",
      "2303 done jpg\n",
      "2304 ./data//train_images/9933.png\n",
      "2304 done jpg\n",
      "2305 ./data//train_images/5916.png\n",
      "2305 done jpg\n",
      "2306 ./data//train_images/6584.png\n",
      "2306 done jpg\n",
      "2307 ./data//train_images/5221.png\n",
      "2307 done jpg\n",
      "2308 ./data//train_images/7915.png\n",
      "2308 done jpg\n",
      "2309 ./data//train_images/4733.png\n",
      "2309 done jpg\n",
      "2310 ./data//train_images/4099.png\n",
      "2310 done jpg\n",
      "2311 ./data//train_images/4737.png\n",
      "2311 done jpg\n",
      "2312 ./data//train_images/6740.png\n",
      "2312 done jpg\n",
      "2313 ./data//train_images/10536.png\n",
      "2313 done jpg\n",
      "2314 ./data//train_images/4192.png\n",
      "2314 done jpg\n",
      "2315 ./data//train_images/1721.png\n",
      "2315 done jpg\n",
      "2316 ./data//train_images/8783.png\n",
      "2316 done jpg\n",
      "2317 ./data//train_images/4939.png\n",
      "2317 done jpg\n",
      "2318 ./data//train_images/2954.png\n",
      "2318 done jpg\n",
      "2319 ./data//train_images/10243.png\n",
      "2319 done jpg\n",
      "2320 ./data//train_images/6170.png\n",
      "2320 done jpg\n",
      "2321 ./data//train_images/3426.png\n",
      "2321 done jpg\n",
      "2322 ./data//train_images/3088.png\n",
      "2322 done jpg\n",
      "2323 ./data//train_images/4217.png\n",
      "2323 done jpg\n",
      "2324 ./data//train_images/5540.png\n",
      "2324 done jpg\n",
      "2325 ./data//train_images/3669.png\n",
      "2325 done jpg\n",
      "2326 ./data//train_images/10146.png\n",
      "2326 done jpg\n",
      "2327 ./data//train_images/6809.png\n",
      "2327 done jpg\n",
      "2328 ./data//train_images/8599.png\n",
      "2328 done jpg\n",
      "2329 ./data//train_images/3541.png\n",
      "2329 done jpg\n",
      "2330 ./data//train_images/5289.png\n",
      "2330 done jpg\n",
      "2331 ./data//train_images/9762.png\n",
      "2331 done jpg\n",
      "2332 ./data//train_images/3935.png\n",
      "2332 done jpg\n",
      "2333 ./data//train_images/5552.png\n",
      "2333 done jpg\n",
      "2334 ./data//train_images/6121.png\n",
      "2334 done jpg\n",
      "2335 ./data//train_images/4050.png\n",
      "2335 done jpg\n",
      "2336 ./data//train_images/1182.png\n",
      "2336 done jpg\n",
      "2337 ./data//train_images/7054.png\n",
      "2337 done jpg\n",
      "2338 ./data//train_images/6451.png\n",
      "2338 done jpg\n",
      "2339 ./data//train_images/3295.png\n",
      "2339 done jpg\n",
      "2340 ./data//train_images/7992.png\n",
      "2340 done jpg\n",
      "2341 ./data//train_images/413.png\n",
      "2341 done jpg\n",
      "2342 ./data//train_images/1454.png\n",
      "2342 done jpg\n",
      "2343 ./data//train_images/4441.png\n",
      "2343 done jpg\n",
      "2344 ./data//train_images/6094.png\n",
      "2344 done jpg\n",
      "2345 ./data//train_images/3931.png\n",
      "2345 done jpg\n",
      "2346 ./data//train_images/801.png\n",
      "2346 done jpg\n",
      "2347 ./data//train_images/9699.png\n",
      "2347 done jpg\n",
      "2348 ./data//train_images/1710.png\n",
      "2348 done jpg\n",
      "2349 ./data//train_images/1896.png\n",
      "2349 done jpg\n",
      "2350 ./data//train_images/8932.png\n",
      "2350 done jpg\n",
      "2351 ./data//train_images/8217.png\n",
      "2351 done jpg\n",
      "2352 ./data//train_images/1167.png\n",
      "2352 done jpg\n",
      "2353 ./data//train_images/7683.png\n",
      "2353 done jpg\n",
      "2354 ./data//train_images/5992.png\n",
      "2354 done jpg\n",
      "2355 ./data//train_images/2909.png\n",
      "2355 done jpg\n",
      "2356 ./data//train_images/5085.png\n",
      "2356 done jpg\n",
      "2357 ./data//train_images/8894.png\n",
      "2357 done jpg\n",
      "2358 ./data//train_images/3543.png\n",
      "2358 done jpg\n",
      "2359 ./data//train_images/6625.png\n",
      "2359 done jpg\n",
      "2360 ./data//train_images/9543.png\n",
      "2360 done jpg\n",
      "2361 ./data//train_images/9283.png\n",
      "2361 done jpg\n",
      "2362 ./data//train_images/7386.png\n",
      "2362 done jpg\n",
      "2363 ./data//train_images/4977.png\n",
      "2363 done jpg\n",
      "2364 ./data//train_images/7669.png\n",
      "2364 done jpg\n",
      "2365 ./data//train_images/19.png\n",
      "2365 done jpg\n",
      "2366 ./data//train_images/3604.png\n",
      "2366 done jpg\n",
      "2367 ./data//train_images/340.png\n",
      "2367 done jpg\n",
      "2368 ./data//train_images/2267.png\n",
      "2368 done jpg\n",
      "2369 ./data//train_images/10004.png\n",
      "2369 done jpg\n",
      "2370 ./data//train_images/3488.png\n",
      "2370 done jpg\n",
      "2371 ./data//train_images/8766.png\n",
      "2371 done jpg\n",
      "2372 ./data//train_images/5881.png\n",
      "2372 done jpg\n",
      "2373 ./data//train_images/3873.png\n",
      "2373 done jpg\n",
      "2374 ./data//train_images/4120.png\n",
      "2374 done jpg\n",
      "2375 ./data//train_images/8742.png\n",
      "2375 done jpg\n",
      "2376 ./data//train_images/10300.png\n",
      "2376 done jpg\n",
      "2377 ./data//train_images/8481.png\n",
      "2377 done jpg\n",
      "2378 ./data//train_images/7791.png\n",
      "2378 done jpg\n",
      "2379 ./data//train_images/6708.png\n",
      "2379 done jpg\n",
      "2380 ./data//train_images/5757.png\n",
      "2380 done jpg\n",
      "2381 ./data//train_images/8081.png\n",
      "2381 done jpg\n",
      "2382 ./data//train_images/113.png\n",
      "2382 done jpg\n",
      "2383 ./data//train_images/6835.png\n",
      "2383 done jpg\n",
      "2384 ./data//train_images/9117.png\n",
      "2384 done jpg\n",
      "2385 ./data//train_images/6421.png\n",
      "2385 done jpg\n",
      "2386 ./data//train_images/9872.png\n",
      "2386 done jpg\n",
      "2387 ./data//train_images/3423.png\n",
      "2387 done jpg\n",
      "2388 ./data//train_images/3779.png\n",
      "2388 done jpg\n",
      "2389 ./data//train_images/5124.png\n",
      "2389 done jpg\n",
      "2390 ./data//train_images/4833.png\n",
      "2390 done jpg\n",
      "2391 ./data//train_images/5404.png\n",
      "2391 done jpg\n",
      "2392 ./data//train_images/3334.png\n",
      "2392 done jpg\n",
      "2393 ./data//train_images/4436.png\n",
      "2393 done jpg\n",
      "2394 ./data//train_images/9121.png\n",
      "2394 done jpg\n",
      "2395 ./data//train_images/2510.png\n",
      "2395 done jpg\n",
      "2396 ./data//train_images/7599.png\n",
      "2396 done jpg\n",
      "2397 ./data//train_images/8520.png\n",
      "2397 done jpg\n",
      "2398 ./data//train_images/9337.png\n",
      "2398 done jpg\n",
      "2399 ./data//train_images/8101.png\n",
      "2399 done jpg\n",
      "2400 ./data//train_images/10542.png\n",
      "2400 done jpg\n",
      "2401 ./data//train_images/7548.png\n",
      "2401 done jpg\n",
      "2402 ./data//train_images/4806.png\n",
      "2402 done jpg\n",
      "2403 ./data//train_images/3518.png\n",
      "2403 done jpg\n",
      "2404 ./data//train_images/2233.png\n",
      "2404 done jpg\n",
      "2405 ./data//train_images/6801.png\n",
      "2405 done jpg\n",
      "2406 ./data//train_images/6605.png\n",
      "2406 done jpg\n",
      "2407 ./data//train_images/2451.png\n",
      "2407 done jpg\n",
      "2408 ./data//train_images/8815.png\n",
      "2408 done jpg\n",
      "2409 ./data//train_images/5519.png\n",
      "2409 done jpg\n",
      "2410 ./data//train_images/5425.png\n",
      "2410 done jpg\n",
      "2411 ./data//train_images/9172.png\n",
      "2411 done jpg\n",
      "2412 ./data//train_images/4064.png\n",
      "2412 done jpg\n",
      "2413 ./data//train_images/6637.png\n",
      "2413 done jpg\n",
      "2414 ./data//train_images/4752.png\n",
      "2414 done jpg\n",
      "2415 ./data//train_images/9687.png\n",
      "2415 done jpg\n",
      "2416 ./data//train_images/6174.png\n",
      "2416 done jpg\n",
      "2417 ./data//train_images/8044.png\n",
      "2417 done jpg\n",
      "2418 ./data//train_images/4244.png\n",
      "2418 done jpg\n",
      "2419 ./data//train_images/5156.png\n",
      "2419 done jpg\n",
      "2420 ./data//train_images/9135.png\n",
      "2420 done jpg\n",
      "2421 ./data//train_images/5374.png\n",
      "2421 done jpg\n",
      "2422 ./data//train_images/939.png\n",
      "2422 done jpg\n",
      "2423 ./data//train_images/3100.png\n",
      "2423 done jpg\n",
      "2424 ./data//train_images/4562.png\n",
      "2424 done jpg\n",
      "2425 ./data//train_images/5344.png\n",
      "2425 done jpg\n",
      "2426 ./data//train_images/2200.png\n",
      "2426 done jpg\n",
      "2427 ./data//train_images/2959.png\n",
      "2427 done jpg\n",
      "2428 ./data//train_images/6688.png\n",
      "2428 done jpg\n",
      "2429 ./data//train_images/5093.png\n",
      "2429 done jpg\n",
      "2430 ./data//train_images/6937.png\n",
      "2430 done jpg\n",
      "2431 ./data//train_images/7352.png\n",
      "2431 done jpg\n",
      "2432 ./data//train_images/3468.png\n",
      "2432 done jpg\n",
      "2433 ./data//train_images/4195.png\n",
      "2433 done jpg\n",
      "2434 ./data//train_images/2772.png\n",
      "2434 done jpg\n",
      "2435 ./data//train_images/8180.png\n",
      "2435 done jpg\n",
      "2436 ./data//train_images/7785.png\n",
      "2436 done jpg\n",
      "2437 ./data//train_images/9241.png\n",
      "2437 done jpg\n",
      "2438 ./data//train_images/2393.png\n",
      "2438 done jpg\n",
      "2439 ./data//train_images/7219.png\n",
      "2439 done jpg\n",
      "2440 ./data//train_images/8628.png\n",
      "2440 done jpg\n",
      "2441 ./data//train_images/7507.png\n",
      "2441 done jpg\n",
      "2442 ./data//train_images/656.png\n",
      "2442 done jpg\n",
      "2443 ./data//train_images/6820.png\n",
      "2443 done jpg\n",
      "2444 ./data//train_images/8342.png\n",
      "2444 done jpg\n",
      "2445 ./data//train_images/2425.png\n",
      "2445 done jpg\n",
      "2446 ./data//train_images/7657.png\n",
      "2446 done jpg\n",
      "2447 ./data//train_images/9737.png\n",
      "2447 done jpg\n",
      "2448 ./data//train_images/3930.png\n",
      "2448 done jpg\n",
      "2449 ./data//train_images/6557.png\n",
      "2449 done jpg\n",
      "2450 ./data//train_images/1592.png\n",
      "2450 done jpg\n",
      "2451 ./data//train_images/495.png\n",
      "2451 done jpg\n",
      "2452 ./data//train_images/9923.png\n",
      "2452 done jpg\n",
      "2453 ./data//train_images/119.png\n",
      "2453 done jpg\n",
      "2454 ./data//train_images/2550.png\n",
      "2454 done jpg\n",
      "2455 ./data//train_images/10445.png\n",
      "2455 done jpg\n",
      "2456 ./data//train_images/319.png\n",
      "2456 done jpg\n",
      "2457 ./data//train_images/4422.png\n",
      "2457 done jpg\n",
      "2458 ./data//train_images/9227.png\n",
      "2458 done jpg\n",
      "2459 ./data//train_images/3900.png\n",
      "2459 done jpg\n",
      "2460 ./data//train_images/4893.png\n",
      "2460 done jpg\n",
      "2461 ./data//train_images/8688.png\n",
      "2461 done jpg\n",
      "2462 ./data//train_images/1266.png\n",
      "2462 done jpg\n",
      "2463 ./data//train_images/5070.png\n",
      "2463 done jpg\n",
      "2464 ./data//train_images/5228.png\n",
      "2464 done jpg\n",
      "2465 ./data//train_images/8515.png\n",
      "2465 done jpg\n",
      "2466 ./data//train_images/124.png\n",
      "2466 done jpg\n",
      "2467 ./data//train_images/594.png\n",
      "2467 done jpg\n",
      "2468 ./data//train_images/6221.png\n",
      "2468 done jpg\n",
      "2469 ./data//train_images/3694.png\n",
      "2469 done jpg\n",
      "2470 ./data//train_images/4212.png\n",
      "2470 done jpg\n",
      "2471 ./data//train_images/4778.png\n",
      "2471 done jpg\n",
      "2472 ./data//train_images/6054.png\n",
      "2472 done jpg\n",
      "2473 ./data//train_images/2402.png\n",
      "2473 done jpg\n",
      "2474 ./data//train_images/3448.png\n",
      "2474 done jpg\n",
      "2475 ./data//train_images/8471.png\n",
      "2475 done jpg\n",
      "2476 ./data//train_images/8754.png\n",
      "2476 done jpg\n",
      "2477 ./data//train_images/9597.png\n",
      "2477 done jpg\n",
      "2478 ./data//train_images/8938.png\n",
      "2478 done jpg\n",
      "2479 ./data//train_images/6888.png\n",
      "2479 done jpg\n",
      "2480 ./data//train_images/968.png\n",
      "2480 done jpg\n",
      "2481 ./data//train_images/3972.png\n",
      "2481 done jpg\n",
      "2482 ./data//train_images/607.png\n",
      "2482 done jpg\n",
      "2483 ./data//train_images/6142.png\n",
      "2483 done jpg\n",
      "2484 ./data//train_images/9547.png\n",
      "2484 done jpg\n",
      "2485 ./data//train_images/3452.png\n",
      "2485 done jpg\n",
      "2486 ./data//train_images/9027.png\n",
      "2486 done jpg\n",
      "2487 ./data//train_images/43.png\n",
      "2487 done jpg\n",
      "2488 ./data//train_images/10437.png\n",
      "2488 done jpg\n",
      "2489 ./data//train_images/8187.png\n",
      "2489 done jpg\n",
      "2490 ./data//train_images/7826.png\n",
      "2490 done jpg\n",
      "2491 ./data//train_images/9319.png\n",
      "2491 done jpg\n",
      "2492 ./data//train_images/9215.png\n",
      "2492 done jpg\n",
      "2493 ./data//train_images/8106.png\n",
      "2493 done jpg\n",
      "2494 ./data//train_images/2937.png\n",
      "2494 done jpg\n",
      "2495 ./data//train_images/5461.png\n",
      "2495 done jpg\n",
      "2496 ./data//train_images/4390.png\n",
      "2496 done jpg\n",
      "2497 ./data//train_images/2304.png\n",
      "2497 done jpg\n",
      "2498 ./data//train_images/10110.png\n",
      "2498 done jpg\n",
      "2499 ./data//train_images/1042.png\n",
      "2499 done jpg\n",
      "2500 ./data//train_images/7822.png\n",
      "2500 done jpg\n",
      "2501 ./data//train_images/614.png\n",
      "2501 done jpg\n",
      "2502 ./data//train_images/1809.png\n",
      "2502 done jpg\n",
      "2503 ./data//train_images/7840.png\n",
      "2503 done jpg\n",
      "2504 ./data//train_images/10018.png\n",
      "2504 done jpg\n",
      "2505 ./data//train_images/948.png\n",
      "2505 done jpg\n",
      "2506 ./data//train_images/8045.png\n",
      "2506 done jpg\n",
      "2507 ./data//train_images/9361.png\n",
      "2507 done jpg\n",
      "2508 ./data//train_images/9713.png\n",
      "2508 done jpg\n",
      "2509 ./data//train_images/8554.png\n",
      "2509 done jpg\n",
      "2510 ./data//train_images/3798.png\n",
      "2510 done jpg\n",
      "2511 ./data//train_images/9161.png\n",
      "2511 done jpg\n",
      "2512 ./data//train_images/7214.png\n",
      "2512 done jpg\n",
      "2513 ./data//train_images/1977.png\n",
      "2513 done jpg\n",
      "2514 ./data//train_images/1644.png\n",
      "2514 done jpg\n",
      "2515 ./data//train_images/4712.png\n",
      "2515 done jpg\n",
      "2516 ./data//train_images/7743.png\n",
      "2516 done jpg\n",
      "2517 ./data//train_images/5642.png\n",
      "2517 done jpg\n",
      "2518 ./data//train_images/9026.png\n",
      "2518 done jpg\n",
      "2519 ./data//train_images/1991.png\n",
      "2519 done jpg\n",
      "2520 ./data//train_images/9808.png\n",
      "2520 done jpg\n",
      "2521 ./data//train_images/4219.png\n",
      "2521 done jpg\n",
      "2522 ./data//train_images/1887.png\n",
      "2522 done jpg\n",
      "2523 ./data//train_images/6652.png\n",
      "2523 done jpg\n",
      "2524 ./data//train_images/5189.png\n",
      "2524 done jpg\n",
      "2525 ./data//train_images/5872.png\n",
      "2525 done jpg\n",
      "2526 ./data//train_images/7733.png\n",
      "2526 done jpg\n",
      "2527 ./data//train_images/5602.png\n",
      "2527 done jpg\n",
      "2528 ./data//train_images/3628.png\n",
      "2528 done jpg\n",
      "2529 ./data//train_images/1018.png\n",
      "2529 done jpg\n",
      "2530 ./data//train_images/6659.png\n",
      "2530 done jpg\n",
      "2531 ./data//train_images/4897.png\n",
      "2531 done jpg\n",
      "2532 ./data//train_images/203.png\n",
      "2532 done jpg\n",
      "2533 ./data//train_images/3357.png\n",
      "2533 done jpg\n",
      "2534 ./data//train_images/7458.png\n",
      "2534 done jpg\n",
      "2535 ./data//train_images/927.png\n",
      "2535 done jpg\n",
      "2536 ./data//train_images/7921.png\n",
      "2536 done jpg\n",
      "2537 ./data//train_images/8660.png\n",
      "2537 done jpg\n",
      "2538 ./data//train_images/3189.png\n",
      "2538 done jpg\n",
      "2539 ./data//train_images/1585.png\n",
      "2539 done jpg\n",
      "2540 ./data//train_images/3510.png\n",
      "2540 done jpg\n",
      "2541 ./data//train_images/10103.png\n",
      "2541 done jpg\n",
      "2542 ./data//train_images/2241.png\n",
      "2542 done jpg\n",
      "2543 ./data//train_images/8855.png\n",
      "2543 done jpg\n",
      "2544 ./data//train_images/279.png\n",
      "2544 done jpg\n",
      "2545 ./data//train_images/6110.png\n",
      "2545 done jpg\n",
      "2546 ./data//train_images/10267.png\n",
      "2546 done jpg\n",
      "2547 ./data//train_images/4738.png\n",
      "2547 done jpg\n",
      "2548 ./data//train_images/4592.png\n",
      "2548 done jpg\n",
      "2549 ./data//train_images/1581.png\n",
      "2549 done jpg\n",
      "2550 ./data//train_images/8105.png\n",
      "2550 done jpg\n",
      "2551 ./data//train_images/4907.png\n",
      "2551 done jpg\n",
      "2552 ./data//train_images/9591.png\n",
      "2552 done jpg\n",
      "2553 ./data//train_images/8231.png\n",
      "2553 done jpg\n",
      "2554 ./data//train_images/9269.png\n",
      "2554 done jpg\n",
      "2555 ./data//train_images/364.png\n",
      "2555 done jpg\n",
      "2556 ./data//train_images/6951.png\n",
      "2556 done jpg\n",
      "2557 ./data//train_images/306.png\n",
      "2557 done jpg\n",
      "2558 ./data//train_images/4742.png\n",
      "2558 done jpg\n",
      "2559 ./data//train_images/5603.png\n",
      "2559 done jpg\n",
      "2560 ./data//train_images/9228.png\n",
      "2560 done jpg\n",
      "2561 ./data//train_images/8598.png\n",
      "2561 done jpg\n",
      "2562 ./data//train_images/8655.png\n",
      "2562 done jpg\n",
      "2563 ./data//train_images/2325.png\n",
      "2563 done jpg\n",
      "2564 ./data//train_images/4392.png\n",
      "2564 done jpg\n",
      "2565 ./data//train_images/7930.png\n",
      "2565 done jpg\n",
      "2566 ./data//train_images/1944.png\n",
      "2566 done jpg\n",
      "2567 ./data//train_images/743.png\n",
      "2567 done jpg\n",
      "2568 ./data//train_images/6803.png\n",
      "2568 done jpg\n",
      "2569 ./data//train_images/10493.png\n",
      "2569 done jpg\n",
      "2570 ./data//train_images/7885.png\n",
      "2570 done jpg\n",
      "2571 ./data//train_images/1505.png\n",
      "2571 done jpg\n",
      "2572 ./data//train_images/5144.png\n",
      "2572 done jpg\n",
      "2573 ./data//train_images/9029.png\n",
      "2573 done jpg\n",
      "2574 ./data//train_images/4954.png\n",
      "2574 done jpg\n",
      "2575 ./data//train_images/671.png\n",
      "2575 done jpg\n",
      "2576 ./data//train_images/3429.png\n",
      "2576 done jpg\n",
      "2577 ./data//train_images/10352.png\n",
      "2577 done jpg\n",
      "2578 ./data//train_images/7237.png\n",
      "2578 done jpg\n",
      "2579 ./data//train_images/7449.png\n",
      "2579 done jpg\n",
      "2580 ./data//train_images/2682.png\n",
      "2580 done jpg\n",
      "2581 ./data//train_images/557.png\n",
      "2581 done jpg\n",
      "2582 ./data//train_images/7863.png\n",
      "2582 done jpg\n",
      "2583 ./data//train_images/3922.png\n",
      "2583 done jpg\n",
      "2584 ./data//train_images/7566.png\n",
      "2584 done jpg\n",
      "2585 ./data//train_images/1016.png\n",
      "2585 done jpg\n",
      "2586 ./data//train_images/7677.png\n",
      "2586 done jpg\n",
      "2587 ./data//train_images/8565.png\n",
      "2587 done jpg\n",
      "2588 ./data//train_images/7404.png\n",
      "2588 done jpg\n",
      "2589 ./data//train_images/7105.png\n",
      "2589 done jpg\n",
      "2590 ./data//train_images/136.png\n",
      "2590 done jpg\n",
      "2591 ./data//train_images/2244.png\n",
      "2591 done jpg\n",
      "2592 ./data//train_images/6394.png\n",
      "2592 done jpg\n",
      "2593 ./data//train_images/8296.png\n",
      "2593 done jpg\n",
      "2594 ./data//train_images/248.png\n",
      "2594 done jpg\n",
      "2595 ./data//train_images/5668.png\n",
      "2595 done jpg\n",
      "2596 ./data//train_images/5547.png\n",
      "2596 done jpg\n",
      "2597 ./data//train_images/851.png\n",
      "2597 done jpg\n",
      "2598 ./data//train_images/734.png\n",
      "2598 done jpg\n",
      "2599 ./data//train_images/4627.png\n",
      "2599 done jpg\n",
      "2600 ./data//train_images/2190.png\n",
      "2600 done jpg\n",
      "2601 ./data//train_images/5984.png\n",
      "2601 done jpg\n",
      "2602 ./data//train_images/4058.png\n",
      "2602 done jpg\n",
      "2603 ./data//train_images/4032.png\n",
      "2603 done jpg\n",
      "2604 ./data//train_images/7713.png\n",
      "2604 done jpg\n",
      "2605 ./data//train_images/2490.png\n",
      "2605 done jpg\n",
      "2606 ./data//train_images/2825.png\n",
      "2606 done jpg\n",
      "2607 ./data//train_images/3431.png\n",
      "2607 done jpg\n",
      "2608 ./data//train_images/2844.png\n",
      "2608 done jpg\n",
      "2609 ./data//train_images/9898.png\n",
      "2609 done jpg\n",
      "2610 ./data//train_images/4844.png\n",
      "2610 done jpg\n",
      "2611 ./data//train_images/6618.png\n",
      "2611 done jpg\n",
      "2612 ./data//train_images/320.png\n",
      "2612 done jpg\n",
      "2613 ./data//train_images/9953.png\n",
      "2613 done jpg\n",
      "2614 ./data//train_images/8376.png\n",
      "2614 done jpg\n",
      "2615 ./data//train_images/7896.png\n",
      "2615 done jpg\n",
      "2616 ./data//train_images/2854.png\n",
      "2616 done jpg\n",
      "2617 ./data//train_images/3060.png\n",
      "2617 done jpg\n",
      "2618 ./data//train_images/2113.png\n",
      "2618 done jpg\n",
      "2619 ./data//train_images/626.png\n",
      "2619 done jpg\n",
      "2620 ./data//train_images/3099.png\n",
      "2620 done jpg\n",
      "2621 ./data//train_images/4800.png\n",
      "2621 done jpg\n",
      "2622 ./data//train_images/10176.png\n",
      "2622 done jpg\n",
      "2623 ./data//train_images/6498.png\n",
      "2623 done jpg\n",
      "2624 ./data//train_images/5645.png\n",
      "2624 done jpg\n",
      "2625 ./data//train_images/3895.png\n",
      "2625 done jpg\n",
      "2626 ./data//train_images/9469.png\n",
      "2626 done jpg\n",
      "2627 ./data//train_images/1166.png\n",
      "2627 done jpg\n",
      "2628 ./data//train_images/8406.png\n",
      "2628 done jpg\n",
      "2629 ./data//train_images/4731.png\n",
      "2629 done jpg\n",
      "2630 ./data//train_images/830.png\n",
      "2630 done jpg\n",
      "2631 ./data//train_images/8579.png\n",
      "2631 done jpg\n",
      "2632 ./data//train_images/3007.png\n",
      "2632 done jpg\n",
      "2633 ./data//train_images/8041.png\n",
      "2633 done jpg\n",
      "2634 ./data//train_images/1909.png\n",
      "2634 done jpg\n",
      "2635 ./data//train_images/1254.png\n",
      "2635 done jpg\n",
      "2636 ./data//train_images/8189.png\n",
      "2636 done jpg\n",
      "2637 ./data//train_images/10270.png\n",
      "2637 done jpg\n",
      "2638 ./data//train_images/2347.png\n",
      "2638 done jpg\n",
      "2639 ./data//train_images/3225.png\n",
      "2639 done jpg\n",
      "2640 ./data//train_images/8976.png\n",
      "2640 done jpg\n",
      "2641 ./data//train_images/8019.png\n",
      "2641 done jpg\n",
      "2642 ./data//train_images/3.png\n",
      "2642 done jpg\n",
      "2643 ./data//train_images/676.png\n",
      "2643 done jpg\n",
      "2644 ./data//train_images/13.png\n",
      "2644 done jpg\n",
      "2645 ./data//train_images/8245.png\n",
      "2645 done jpg\n",
      "2646 ./data//train_images/6486.png\n",
      "2646 done jpg\n",
      "2647 ./data//train_images/7951.png\n",
      "2647 done jpg\n",
      "2648 ./data//train_images/9846.png\n",
      "2648 done jpg\n",
      "2649 ./data//train_images/2416.png\n",
      "2649 done jpg\n",
      "2650 ./data//train_images/7686.png\n",
      "2650 done jpg\n",
      "2651 ./data//train_images/1092.png\n",
      "2651 done jpg\n",
      "2652 ./data//train_images/6300.png\n",
      "2652 done jpg\n",
      "2653 ./data//train_images/3120.png\n",
      "2653 done jpg\n",
      "2654 ./data//train_images/7966.png\n",
      "2654 done jpg\n",
      "2655 ./data//train_images/1948.png\n",
      "2655 done jpg\n",
      "2656 ./data//train_images/1967.png\n",
      "2656 done jpg\n",
      "2657 ./data//train_images/4135.png\n",
      "2657 done jpg\n",
      "2658 ./data//train_images/4183.png\n",
      "2658 done jpg\n",
      "2659 ./data//train_images/8096.png\n",
      "2659 done jpg\n",
      "2660 ./data//train_images/7659.png\n",
      "2660 done jpg\n",
      "2661 ./data//train_images/9043.png\n",
      "2661 done jpg\n",
      "2662 ./data//train_images/1744.png\n",
      "2662 done jpg\n",
      "2663 ./data//train_images/5509.png\n",
      "2663 done jpg\n",
      "2664 ./data//train_images/1501.png\n",
      "2664 done jpg\n",
      "2665 ./data//train_images/7414.png\n",
      "2665 done jpg\n",
      "2666 ./data//train_images/5802.png\n",
      "2666 done jpg\n",
      "2667 ./data//train_images/2878.png\n",
      "2667 done jpg\n",
      "2668 ./data//train_images/6371.png\n",
      "2668 done jpg\n",
      "2669 ./data//train_images/6653.png\n",
      "2669 done jpg\n",
      "2670 ./data//train_images/3437.png\n",
      "2670 done jpg\n",
      "2671 ./data//train_images/6926.png\n",
      "2671 done jpg\n",
      "2672 ./data//train_images/2152.png\n",
      "2672 done jpg\n",
      "2673 ./data//train_images/3715.png\n",
      "2673 done jpg\n",
      "2674 ./data//train_images/6781.png\n",
      "2674 done jpg\n",
      "2675 ./data//train_images/6482.png\n",
      "2675 done jpg\n",
      "2676 ./data//train_images/6957.png\n",
      "2676 done jpg\n",
      "2677 ./data//train_images/2999.png\n",
      "2677 done jpg\n",
      "2678 ./data//train_images/1396.png\n",
      "2678 done jpg\n",
      "2679 ./data//train_images/4253.png\n",
      "2679 done jpg\n",
      "2680 ./data//train_images/5481.png\n",
      "2680 done jpg\n",
      "2681 ./data//train_images/1040.png\n",
      "2681 done jpg\n",
      "2682 ./data//train_images/559.png\n",
      "2682 done jpg\n",
      "2683 ./data//train_images/6633.png\n",
      "2683 done jpg\n",
      "2684 ./data//train_images/2743.png\n",
      "2684 done jpg\n",
      "2685 ./data//train_images/7038.png\n",
      "2685 done jpg\n",
      "2686 ./data//train_images/802.png\n",
      "2686 done jpg\n",
      "2687 ./data//train_images/6641.png\n",
      "2687 done jpg\n",
      "2688 ./data//train_images/4492.png\n",
      "2688 done jpg\n",
      "2689 ./data//train_images/4970.png\n",
      "2689 done jpg\n",
      "2690 ./data//train_images/660.png\n",
      "2690 done jpg\n",
      "2691 ./data//train_images/7044.png\n",
      "2691 done jpg\n",
      "2692 ./data//train_images/1832.png\n",
      "2692 done jpg\n",
      "2693 ./data//train_images/6012.png\n",
      "2693 done jpg\n",
      "2694 ./data//train_images/288.png\n",
      "2694 done jpg\n",
      "2695 ./data//train_images/7862.png\n",
      "2695 done jpg\n",
      "2696 ./data//train_images/6839.png\n",
      "2696 done jpg\n",
      "2697 ./data//train_images/1444.png\n",
      "2697 done jpg\n",
      "2698 ./data//train_images/7783.png\n",
      "2698 done jpg\n",
      "2699 ./data//train_images/5537.png\n",
      "2699 done jpg\n",
      "2700 ./data//train_images/387.png\n",
      "2700 done jpg\n",
      "2701 ./data//train_images/4760.png\n",
      "2701 done jpg\n",
      "2702 ./data//train_images/9949.png\n",
      "2702 done jpg\n",
      "2703 ./data//train_images/9119.png\n",
      "2703 done jpg\n",
      "2704 ./data//train_images/9056.png\n",
      "2704 done jpg\n",
      "2705 ./data//train_images/7926.png\n",
      "2705 done jpg\n",
      "2706 ./data//train_images/8144.png\n",
      "2706 done jpg\n",
      "2707 ./data//train_images/5857.png\n",
      "2707 done jpg\n",
      "2708 ./data//train_images/4356.png\n",
      "2708 done jpg\n",
      "2709 ./data//train_images/8250.png\n",
      "2709 done jpg\n",
      "2710 ./data//train_images/6569.png\n",
      "2710 done jpg\n",
      "2711 ./data//train_images/639.png\n",
      "2711 done jpg\n",
      "2712 ./data//train_images/8473.png\n",
      "2712 done jpg\n",
      "2713 ./data//train_images/620.png\n",
      "2713 done jpg\n",
      "2714 ./data//train_images/470.png\n",
      "2714 done jpg\n",
      "2715 ./data//train_images/4359.png\n",
      "2715 done jpg\n",
      "2716 ./data//train_images/8119.png\n",
      "2716 done jpg\n",
      "2717 ./data//train_images/2422.png\n",
      "2717 done jpg\n",
      "2718 ./data//train_images/5970.png\n",
      "2718 done jpg\n",
      "2719 ./data//train_images/2277.png\n",
      "2719 done jpg\n",
      "2720 ./data//train_images/2099.png\n",
      "2720 done jpg\n",
      "2721 ./data//train_images/1916.png\n",
      "2721 done jpg\n",
      "2722 ./data//train_images/49.png\n",
      "2722 done jpg\n",
      "2723 ./data//train_images/8648.png\n",
      "2723 done jpg\n",
      "2724 ./data//train_images/3050.png\n",
      "2724 done jpg\n",
      "2725 ./data//train_images/3413.png\n",
      "2725 done jpg\n",
      "2726 ./data//train_images/258.png\n",
      "2726 done jpg\n",
      "2727 ./data//train_images/9150.png\n",
      "2727 done jpg\n",
      "2728 ./data//train_images/2488.png\n",
      "2728 done jpg\n",
      "2729 ./data//train_images/2986.png\n",
      "2729 done jpg\n",
      "2730 ./data//train_images/6940.png\n",
      "2730 done jpg\n",
      "2731 ./data//train_images/4412.png\n",
      "2731 done jpg\n",
      "2732 ./data//train_images/9201.png\n",
      "2732 done jpg\n",
      "2733 ./data//train_images/4605.png\n",
      "2733 done jpg\n",
      "2734 ./data//train_images/7962.png\n",
      "2734 done jpg\n",
      "2735 ./data//train_images/6711.png\n",
      "2735 done jpg\n",
      "2736 ./data//train_images/2898.png\n",
      "2736 done jpg\n",
      "2737 ./data//train_images/9403.png\n",
      "2737 done jpg\n",
      "2738 ./data//train_images/10462.png\n",
      "2738 done jpg\n",
      "2739 ./data//train_images/3847.png\n",
      "2739 done jpg\n",
      "2740 ./data//train_images/80.png\n",
      "2740 done jpg\n",
      "2741 ./data//train_images/10396.png\n",
      "2741 done jpg\n",
      "2742 ./data//train_images/9110.png\n",
      "2742 done jpg\n",
      "2743 ./data//train_images/1621.png\n",
      "2743 done jpg\n",
      "2744 ./data//train_images/10322.png\n",
      "2744 done jpg\n",
      "2745 ./data//train_images/6854.png\n",
      "2745 done jpg\n",
      "2746 ./data//train_images/1582.png\n",
      "2746 done jpg\n",
      "2747 ./data//train_images/283.png\n",
      "2747 done jpg\n",
      "2748 ./data//train_images/8513.png\n",
      "2748 done jpg\n",
      "2749 ./data//train_images/9339.png\n",
      "2749 done jpg\n",
      "2750 ./data//train_images/6252.png\n",
      "2750 done jpg\n",
      "2751 ./data//train_images/7790.png\n",
      "2751 done jpg\n",
      "2752 ./data//train_images/9118.png\n",
      "2752 done jpg\n",
      "2753 ./data//train_images/4413.png\n",
      "2753 done jpg\n",
      "2754 ./data//train_images/8347.png\n",
      "2754 done jpg\n",
      "2755 ./data//train_images/7128.png\n",
      "2755 done jpg\n",
      "2756 ./data//train_images/6859.png\n",
      "2756 done jpg\n",
      "2757 ./data//train_images/4565.png\n",
      "2757 done jpg\n",
      "2758 ./data//train_images/1692.png\n",
      "2758 done jpg\n",
      "2759 ./data//train_images/9960.png\n",
      "2759 done jpg\n",
      "2760 ./data//train_images/1209.png\n",
      "2760 done jpg\n",
      "2761 ./data//train_images/10094.png\n",
      "2761 done jpg\n",
      "2762 ./data//train_images/2756.png\n",
      "2762 done jpg\n",
      "2763 ./data//train_images/8507.png\n",
      "2763 done jpg\n",
      "2764 ./data//train_images/1453.png\n",
      "2764 done jpg\n",
      "2765 ./data//train_images/6514.png\n",
      "2765 done jpg\n",
      "2766 ./data//train_images/8933.png\n",
      "2766 done jpg\n",
      "2767 ./data//train_images/8074.png\n",
      "2767 done jpg\n",
      "2768 ./data//train_images/3422.png\n",
      "2768 done jpg\n",
      "2769 ./data//train_images/7166.png\n",
      "2769 done jpg\n",
      "2770 ./data//train_images/5467.png\n",
      "2770 done jpg\n",
      "2771 ./data//train_images/1745.png\n",
      "2771 done jpg\n",
      "2772 ./data//train_images/979.png\n",
      "2772 done jpg\n",
      "2773 ./data//train_images/5457.png\n",
      "2773 done jpg\n",
      "2774 ./data//train_images/5361.png\n",
      "2774 done jpg\n",
      "2775 ./data//train_images/4570.png\n",
      "2775 done jpg\n",
      "2776 ./data//train_images/3526.png\n",
      "2776 done jpg\n",
      "2777 ./data//train_images/8411.png\n",
      "2777 done jpg\n",
      "2778 ./data//train_images/5613.png\n",
      "2778 done jpg\n",
      "2779 ./data//train_images/10580.png\n",
      "2779 done jpg\n",
      "2780 ./data//train_images/4674.png\n",
      "2780 done jpg\n",
      "2781 ./data//train_images/1268.png\n",
      "2781 done jpg\n",
      "2782 ./data//train_images/2608.png\n",
      "2782 done jpg\n",
      "2783 ./data//train_images/8306.png\n",
      "2783 done jpg\n",
      "2784 ./data//train_images/2.png\n",
      "2784 done jpg\n",
      "2785 ./data//train_images/3945.png\n",
      "2785 done jpg\n",
      "2786 ./data//train_images/10083.png\n",
      "2786 done jpg\n",
      "2787 ./data//train_images/6381.png\n",
      "2787 done jpg\n",
      "2788 ./data//train_images/398.png\n",
      "2788 done jpg\n",
      "2789 ./data//train_images/4497.png\n",
      "2789 done jpg\n",
      "2790 ./data//train_images/8248.png\n",
      "2790 done jpg\n",
      "2791 ./data//train_images/4683.png\n",
      "2791 done jpg\n",
      "2792 ./data//train_images/637.png\n",
      "2792 done jpg\n",
      "2793 ./data//train_images/5775.png\n",
      "2793 done jpg\n",
      "2794 ./data//train_images/8838.png\n",
      "2794 done jpg\n",
      "2795 ./data//train_images/3786.png\n",
      "2795 done jpg\n",
      "2796 ./data//train_images/4528.png\n",
      "2796 done jpg\n",
      "2797 ./data//train_images/6309.png\n",
      "2797 done jpg\n",
      "2798 ./data//train_images/2955.png\n",
      "2798 done jpg\n",
      "2799 ./data//train_images/2147.png\n",
      "2799 done jpg\n",
      "2800 ./data//train_images/9277.png\n",
      "2800 done jpg\n",
      "2801 ./data//train_images/9153.png\n",
      "2801 done jpg\n",
      "2802 ./data//train_images/2929.png\n",
      "2802 done jpg\n",
      "2803 ./data//train_images/815.png\n",
      "2803 done jpg\n",
      "2804 ./data//train_images/9033.png\n",
      "2804 done jpg\n",
      "2805 ./data//train_images/7514.png\n",
      "2805 done jpg\n",
      "2806 ./data//train_images/4125.png\n",
      "2806 done jpg\n",
      "2807 ./data//train_images/8159.png\n",
      "2807 done jpg\n",
      "2808 ./data//train_images/3242.png\n",
      "2808 done jpg\n",
      "2809 ./data//train_images/669.png\n",
      "2809 done jpg\n",
      "2810 ./data//train_images/2096.png\n",
      "2810 done jpg\n",
      "2811 ./data//train_images/4179.png\n",
      "2811 done jpg\n",
      "2812 ./data//train_images/8594.png\n",
      "2812 done jpg\n",
      "2813 ./data//train_images/2776.png\n",
      "2813 done jpg\n",
      "2814 ./data//train_images/7806.png\n",
      "2814 done jpg\n",
      "2815 ./data//train_images/2810.png\n",
      "2815 done jpg\n",
      "2816 ./data//train_images/10576.png\n",
      "2816 done jpg\n",
      "2817 ./data//train_images/1204.png\n",
      "2817 done jpg\n",
      "2818 ./data//train_images/4349.png\n",
      "2818 done jpg\n",
      "2819 ./data//train_images/3619.png\n",
      "2819 done jpg\n",
      "2820 ./data//train_images/9756.png\n",
      "2820 done jpg\n",
      "2821 ./data//train_images/6830.png\n",
      "2821 done jpg\n",
      "2822 ./data//train_images/9672.png\n",
      "2822 done jpg\n",
      "2823 ./data//train_images/593.png\n",
      "2823 done jpg\n",
      "2824 ./data//train_images/3129.png\n",
      "2824 done jpg\n",
      "2825 ./data//train_images/6223.png\n",
      "2825 done jpg\n",
      "2826 ./data//train_images/7739.png\n",
      "2826 done jpg\n",
      "2827 ./data//train_images/2345.png\n",
      "2827 done jpg\n",
      "2828 ./data//train_images/9967.png\n",
      "2828 done jpg\n",
      "2829 ./data//train_images/4879.png\n",
      "2829 done jpg\n",
      "2830 ./data//train_images/7627.png\n",
      "2830 done jpg\n",
      "2831 ./data//train_images/7070.png\n",
      "2831 done jpg\n",
      "2832 ./data//train_images/8702.png\n",
      "2832 done jpg\n",
      "2833 ./data//train_images/6838.png\n",
      "2833 done jpg\n",
      "2834 ./data//train_images/3612.png\n",
      "2834 done jpg\n",
      "2835 ./data//train_images/5259.png\n",
      "2835 done jpg\n",
      "2836 ./data//train_images/10071.png\n",
      "2836 done jpg\n",
      "2837 ./data//train_images/9666.png\n",
      "2837 done jpg\n",
      "2838 ./data//train_images/6067.png\n",
      "2838 done jpg\n",
      "2839 ./data//train_images/2806.png\n",
      "2839 done jpg\n",
      "2840 ./data//train_images/10001.png\n",
      "2840 done jpg\n",
      "2841 ./data//train_images/8683.png\n",
      "2841 done jpg\n",
      "2842 ./data//train_images/6464.png\n",
      "2842 done jpg\n",
      "2843 ./data//train_images/9683.png\n",
      "2843 done jpg\n",
      "2844 ./data//train_images/7515.png\n",
      "2844 done jpg\n",
      "2845 ./data//train_images/9088.png\n",
      "2845 done jpg\n",
      "2846 ./data//train_images/3267.png\n",
      "2846 done jpg\n",
      "2847 ./data//train_images/7591.png\n",
      "2847 done jpg\n",
      "2848 ./data//train_images/3820.png\n",
      "2848 done jpg\n",
      "2849 ./data//train_images/1047.png\n",
      "2849 done jpg\n",
      "2850 ./data//train_images/9216.png\n",
      "2850 done jpg\n",
      "2851 ./data//train_images/8312.png\n",
      "2851 done jpg\n",
      "2852 ./data//train_images/5234.png\n",
      "2852 done jpg\n",
      "2853 ./data//train_images/5520.png\n",
      "2853 done jpg\n",
      "2854 ./data//train_images/5573.png\n",
      "2854 done jpg\n",
      "2855 ./data//train_images/6748.png\n",
      "2855 done jpg\n",
      "2856 ./data//train_images/4164.png\n",
      "2856 done jpg\n",
      "2857 ./data//train_images/8780.png\n",
      "2857 done jpg\n",
      "2858 ./data//train_images/7224.png\n",
      "2858 done jpg\n",
      "2859 ./data//train_images/6057.png\n",
      "2859 done jpg\n",
      "2860 ./data//train_images/8362.png\n",
      "2860 done jpg\n",
      "2861 ./data//train_images/1841.png\n",
      "2861 done jpg\n",
      "2862 ./data//train_images/3732.png\n",
      "2862 done jpg\n",
      "2863 ./data//train_images/8372.png\n",
      "2863 done jpg\n",
      "2864 ./data//train_images/776.png\n",
      "2864 done jpg\n",
      "2865 ./data//train_images/6218.png\n",
      "2865 done jpg\n",
      "2866 ./data//train_images/7552.png\n",
      "2866 done jpg\n",
      "2867 ./data//train_images/6995.png\n",
      "2867 done jpg\n",
      "2868 ./data//train_images/3492.png\n",
      "2868 done jpg\n",
      "2869 ./data//train_images/9192.png\n",
      "2869 done jpg\n",
      "2870 ./data//train_images/5848.png\n",
      "2870 done jpg\n",
      "2871 ./data//train_images/6731.png\n",
      "2871 done jpg\n",
      "2872 ./data//train_images/5420.png\n",
      "2872 done jpg\n",
      "2873 ./data//train_images/4916.png\n",
      "2873 done jpg\n",
      "2874 ./data//train_images/1153.png\n",
      "2874 done jpg\n",
      "2875 ./data//train_images/6111.png\n",
      "2875 done jpg\n",
      "2876 ./data//train_images/7268.png\n",
      "2876 done jpg\n",
      "2877 ./data//train_images/6393.png\n",
      "2877 done jpg\n",
      "2878 ./data//train_images/3579.png\n",
      "2878 done jpg\n",
      "2879 ./data//train_images/9567.png\n",
      "2879 done jpg\n",
      "2880 ./data//train_images/5129.png\n",
      "2880 done jpg\n",
      "2881 ./data//train_images/8392.png\n",
      "2881 done jpg\n",
      "2882 ./data//train_images/7097.png\n",
      "2882 done jpg\n",
      "2883 ./data//train_images/1583.png\n",
      "2883 done jpg\n",
      "2884 ./data//train_images/5310.png\n",
      "2884 done jpg\n",
      "2885 ./data//train_images/122.png\n",
      "2885 done jpg\n",
      "2886 ./data//train_images/26.png\n",
      "2886 done jpg\n",
      "2887 ./data//train_images/6873.png\n",
      "2887 done jpg\n",
      "2888 ./data//train_images/8476.png\n",
      "2888 done jpg\n",
      "2889 ./data//train_images/2194.png\n",
      "2889 done jpg\n",
      "2890 ./data//train_images/9137.png\n",
      "2890 done jpg\n",
      "2891 ./data//train_images/3247.png\n",
      "2891 done jpg\n",
      "2892 ./data//train_images/6290.png\n",
      "2892 done jpg\n",
      "2893 ./data//train_images/6204.png\n",
      "2893 done jpg\n",
      "2894 ./data//train_images/7897.png\n",
      "2894 done jpg\n",
      "2895 ./data//train_images/5150.png\n",
      "2895 done jpg\n",
      "2896 ./data//train_images/5015.png\n",
      "2896 done jpg\n",
      "2897 ./data//train_images/1830.png\n",
      "2897 done jpg\n",
      "2898 ./data//train_images/7358.png\n",
      "2898 done jpg\n",
      "2899 ./data//train_images/394.png\n",
      "2899 done jpg\n",
      "2900 ./data//train_images/6603.png\n",
      "2900 done jpg\n",
      "2901 ./data//train_images/3415.png\n",
      "2901 done jpg\n",
      "2902 ./data//train_images/3617.png\n",
      "2902 done jpg\n",
      "2903 ./data//train_images/2668.png\n",
      "2903 done jpg\n",
      "2904 ./data//train_images/8448.png\n",
      "2904 done jpg\n",
      "2905 ./data//train_images/550.png\n",
      "2905 done jpg\n",
      "2906 ./data//train_images/10405.png\n",
      "2906 done jpg\n",
      "2907 ./data//train_images/5879.png\n",
      "2907 done jpg\n",
      "2908 ./data//train_images/9879.png\n",
      "2908 done jpg\n",
      "2909 ./data//train_images/381.png\n",
      "2909 done jpg\n",
      "2910 ./data//train_images/9919.png\n",
      "2910 done jpg\n",
      "2911 ./data//train_images/6273.png\n",
      "2911 done jpg\n",
      "2912 ./data//train_images/10503.png\n",
      "2912 done jpg\n",
      "2913 ./data//train_images/8701.png\n",
      "2913 done jpg\n",
      "2914 ./data//train_images/4258.png\n",
      "2914 done jpg\n",
      "2915 ./data//train_images/4881.png\n",
      "2915 done jpg\n",
      "2916 ./data//train_images/7846.png\n",
      "2916 done jpg\n",
      "2917 ./data//train_images/9937.png\n",
      "2917 done jpg\n",
      "2918 ./data//train_images/3992.png\n",
      "2918 done jpg\n",
      "2919 ./data//train_images/9952.png\n",
      "2919 done jpg\n",
      "2920 ./data//train_images/10195.png\n",
      "2920 done jpg\n",
      "2921 ./data//train_images/5548.png\n",
      "2921 done jpg\n",
      "2922 ./data//train_images/1201.png\n",
      "2922 done jpg\n",
      "2923 ./data//train_images/3104.png\n",
      "2923 done jpg\n",
      "2924 ./data//train_images/6780.png\n",
      "2924 done jpg\n",
      "2925 ./data//train_images/8821.png\n",
      "2925 done jpg\n",
      "2926 ./data//train_images/3063.png\n",
      "2926 done jpg\n",
      "2927 ./data//train_images/519.png\n",
      "2927 done jpg\n",
      "2928 ./data//train_images/9235.png\n",
      "2928 done jpg\n",
      "2929 ./data//train_images/7283.png\n",
      "2929 done jpg\n",
      "2930 ./data//train_images/4783.png\n",
      "2930 done jpg\n",
      "2931 ./data//train_images/1949.png\n",
      "2931 done jpg\n",
      "2932 ./data//train_images/5268.png\n",
      "2932 done jpg\n",
      "2933 ./data//train_images/5415.png\n",
      "2933 done jpg\n",
      "2934 ./data//train_images/1779.png\n",
      "2934 done jpg\n",
      "2935 ./data//train_images/3091.png\n",
      "2935 done jpg\n",
      "2936 ./data//train_images/9883.png\n",
      "2936 done jpg\n",
      "2937 ./data//train_images/7296.png\n",
      "2937 done jpg\n",
      "2938 ./data//train_images/7180.png\n",
      "2938 done jpg\n",
      "2939 ./data//train_images/10114.png\n",
      "2939 done jpg\n",
      "2940 ./data//train_images/9293.png\n",
      "2940 done jpg\n",
      "2941 ./data//train_images/2043.png\n",
      "2941 done jpg\n",
      "2942 ./data//train_images/10256.png\n",
      "2942 done jpg\n",
      "2943 ./data//train_images/6426.png\n",
      "2943 done jpg\n",
      "2944 ./data//train_images/2758.png\n",
      "2944 done jpg\n",
      "2945 ./data//train_images/4257.png\n",
      "2945 done jpg\n",
      "2946 ./data//train_images/4640.png\n",
      "2946 done jpg\n",
      "2947 ./data//train_images/1953.png\n",
      "2947 done jpg\n",
      "2948 ./data//train_images/9443.png\n",
      "2948 done jpg\n",
      "2949 ./data//train_images/6361.png\n",
      "2949 done jpg\n",
      "2950 ./data//train_images/10560.png\n",
      "2950 done jpg\n",
      "2951 ./data//train_images/3469.png\n",
      "2951 done jpg\n",
      "2952 ./data//train_images/2727.png\n",
      "2952 done jpg\n",
      "2953 ./data//train_images/3136.png\n",
      "2953 done jpg\n",
      "2954 ./data//train_images/6063.png\n",
      "2954 done jpg\n",
      "2955 ./data//train_images/8346.png\n",
      "2955 done jpg\n",
      "2956 ./data//train_images/5737.png\n",
      "2956 done jpg\n",
      "2957 ./data//train_images/680.png\n",
      "2957 done jpg\n",
      "2958 ./data//train_images/4252.png\n",
      "2958 done jpg\n",
      "2959 ./data//train_images/7751.png\n",
      "2959 done jpg\n",
      "2960 ./data//train_images/4521.png\n",
      "2960 done jpg\n",
      "2961 ./data//train_images/3953.png\n",
      "2961 done jpg\n",
      "2962 ./data//train_images/2879.png\n",
      "2962 done jpg\n",
      "2963 ./data//train_images/1957.png\n",
      "2963 done jpg\n",
      "2964 ./data//train_images/10303.png\n",
      "2964 done jpg\n",
      "2965 ./data//train_images/1074.png\n",
      "2965 done jpg\n",
      "2966 ./data//train_images/8800.png\n",
      "2966 done jpg\n",
      "2967 ./data//train_images/4339.png\n",
      "2967 done jpg\n",
      "2968 ./data//train_images/1143.png\n",
      "2968 done jpg\n",
      "2969 ./data//train_images/3666.png\n",
      "2969 done jpg\n",
      "2970 ./data//train_images/5640.png\n",
      "2970 done jpg\n",
      "2971 ./data//train_images/3827.png\n",
      "2971 done jpg\n",
      "2972 ./data//train_images/1022.png\n",
      "2972 done jpg\n",
      "2973 ./data//train_images/7601.png\n",
      "2973 done jpg\n",
      "2974 ./data//train_images/8412.png\n",
      "2974 done jpg\n",
      "2975 ./data//train_images/8063.png\n",
      "2975 done jpg\n",
      "2976 ./data//train_images/451.png\n",
      "2976 done jpg\n",
      "2977 ./data//train_images/1599.png\n",
      "2977 done jpg\n",
      "2978 ./data//train_images/1753.png\n",
      "2978 done jpg\n",
      "2979 ./data//train_images/6973.png\n",
      "2979 done jpg\n",
      "2980 ./data//train_images/7431.png\n",
      "2980 done jpg\n",
      "2981 ./data//train_images/7267.png\n",
      "2981 done jpg\n",
      "2982 ./data//train_images/5484.png\n",
      "2982 done jpg\n",
      "2983 ./data//train_images/6235.png\n",
      "2983 done jpg\n",
      "2984 ./data//train_images/1881.png\n",
      "2984 done jpg\n",
      "2985 ./data//train_images/5104.png\n",
      "2985 done jpg\n",
      "2986 ./data//train_images/2295.png\n",
      "2986 done jpg\n",
      "2987 ./data//train_images/395.png\n",
      "2987 done jpg\n",
      "2988 ./data//train_images/5199.png\n",
      "2988 done jpg\n",
      "2989 ./data//train_images/3655.png\n",
      "2989 done jpg\n",
      "2990 ./data//train_images/6515.png\n",
      "2990 done jpg\n",
      "2991 ./data//train_images/7183.png\n",
      "2991 done jpg\n",
      "2992 ./data//train_images/8822.png\n",
      "2992 done jpg\n",
      "2993 ./data//train_images/902.png\n",
      "2993 done jpg\n",
      "2994 ./data//train_images/6387.png\n",
      "2994 done jpg\n",
      "2995 ./data//train_images/9705.png\n",
      "2995 done jpg\n",
      "2996 ./data//train_images/158.png\n",
      "2996 done jpg\n",
      "2997 ./data//train_images/1685.png\n",
      "2997 done jpg\n",
      "2998 ./data//train_images/2254.png\n",
      "2998 done jpg\n",
      "2999 ./data//train_images/5267.png\n",
      "2999 done jpg\n",
      "3000 ./data//train_images/1518.png\n",
      "3000 done jpg\n",
      "3001 ./data//train_images/4983.png\n",
      "3001 done jpg\n",
      "3002 ./data//train_images/6741.png\n",
      "3002 done jpg\n",
      "3003 ./data//train_images/6093.png\n",
      "3003 done jpg\n",
      "3004 ./data//train_images/10003.png\n",
      "3004 done jpg\n",
      "3005 ./data//train_images/7653.png\n",
      "3005 done jpg\n",
      "3006 ./data//train_images/3593.png\n",
      "3006 done jpg\n",
      "3007 ./data//train_images/1934.png\n",
      "3007 done jpg\n",
      "3008 ./data//train_images/4858.png\n",
      "3008 done jpg\n",
      "3009 ./data//train_images/4591.png\n",
      "3009 done jpg\n",
      "3010 ./data//train_images/714.png\n",
      "3010 done jpg\n",
      "3011 ./data//train_images/3501.png\n",
      "3011 done jpg\n",
      "3012 ./data//train_images/195.png\n",
      "3012 done jpg\n",
      "3013 ./data//train_images/5200.png\n",
      "3013 done jpg\n",
      "3014 ./data//train_images/8290.png\n",
      "3014 done jpg\n",
      "3015 ./data//train_images/3903.png\n",
      "3015 done jpg\n",
      "3016 ./data//train_images/9042.png\n",
      "3016 done jpg\n",
      "3017 ./data//train_images/462.png\n",
      "3017 done jpg\n",
      "3018 ./data//train_images/7192.png\n",
      "3018 done jpg\n",
      "3019 ./data//train_images/1508.png\n",
      "3019 done jpg\n",
      "3020 ./data//train_images/9070.png\n",
      "3020 done jpg\n",
      "3021 ./data//train_images/5013.png\n",
      "3021 done jpg\n",
      "3022 ./data//train_images/4694.png\n",
      "3022 done jpg\n",
      "3023 ./data//train_images/8753.png\n",
      "3023 done jpg\n",
      "3024 ./data//train_images/2458.png\n",
      "3024 done jpg\n",
      "3025 ./data//train_images/4859.png\n",
      "3025 done jpg\n",
      "3026 ./data//train_images/10505.png\n",
      "3026 done jpg\n",
      "3027 ./data//train_images/2071.png\n",
      "3027 done jpg\n",
      "3028 ./data//train_images/6444.png\n",
      "3028 done jpg\n",
      "3029 ./data//train_images/8833.png\n",
      "3029 done jpg\n",
      "3030 ./data//train_images/4026.png\n",
      "3030 done jpg\n",
      "3031 ./data//train_images/7308.png\n",
      "3031 done jpg\n",
      "3032 ./data//train_images/3176.png\n",
      "3032 done jpg\n",
      "3033 ./data//train_images/9644.png\n",
      "3033 done jpg\n",
      "3034 ./data//train_images/1404.png\n",
      "3034 done jpg\n",
      "3035 ./data//train_images/202.png\n",
      "3035 done jpg\n",
      "3036 ./data//train_images/10467.png\n",
      "3036 done jpg\n",
      "3037 ./data//train_images/8064.png\n",
      "3037 done jpg\n",
      "3038 ./data//train_images/8996.png\n",
      "3038 done jpg\n",
      "3039 ./data//train_images/3274.png\n",
      "3039 done jpg\n",
      "3040 ./data//train_images/3122.png\n",
      "3040 done jpg\n",
      "3041 ./data//train_images/10499.png\n",
      "3041 done jpg\n",
      "3042 ./data//train_images/10226.png\n",
      "3042 done jpg\n",
      "3043 ./data//train_images/4292.png\n",
      "3043 done jpg\n",
      "3044 ./data//train_images/2831.png\n",
      "3044 done jpg\n",
      "3045 ./data//train_images/7729.png\n",
      "3045 done jpg\n",
      "3046 ./data//train_images/8534.png\n",
      "3046 done jpg\n",
      "3047 ./data//train_images/7676.png\n",
      "3047 done jpg\n",
      "3048 ./data//train_images/276.png\n",
      "3048 done jpg\n",
      "3049 ./data//train_images/2748.png\n",
      "3049 done jpg\n",
      "3050 ./data//train_images/5921.png\n",
      "3050 done jpg\n",
      "3051 ./data//train_images/5693.png\n",
      "3051 done jpg\n",
      "3052 ./data//train_images/8222.png\n",
      "3052 done jpg\n",
      "3053 ./data//train_images/682.png\n",
      "3053 done jpg\n",
      "3054 ./data//train_images/7008.png\n",
      "3054 done jpg\n",
      "3055 ./data//train_images/752.png\n",
      "3055 done jpg\n",
      "3056 ./data//train_images/8134.png\n",
      "3056 done jpg\n",
      "3057 ./data//train_images/3839.png\n",
      "3057 done jpg\n",
      "3058 ./data//train_images/7388.png\n",
      "3058 done jpg\n",
      "3059 ./data//train_images/640.png\n",
      "3059 done jpg\n",
      "3060 ./data//train_images/3261.png\n",
      "3060 done jpg\n",
      "3061 ./data//train_images/2822.png\n",
      "3061 done jpg\n",
      "3062 ./data//train_images/3235.png\n",
      "3062 done jpg\n",
      "3063 ./data//train_images/4304.png\n",
      "3063 done jpg\n",
      "3064 ./data//train_images/1460.png\n",
      "3064 done jpg\n",
      "3065 ./data//train_images/9979.png\n",
      "3065 done jpg\n",
      "3066 ./data//train_images/666.png\n",
      "3066 done jpg\n",
      "3067 ./data//train_images/2484.png\n",
      "3067 done jpg\n",
      "3068 ./data//train_images/4836.png\n",
      "3068 done jpg\n",
      "3069 ./data//train_images/8849.png\n",
      "3069 done jpg\n",
      "3070 ./data//train_images/1422.png\n",
      "3070 done jpg\n",
      "3071 ./data//train_images/2968.png\n",
      "3071 done jpg\n",
      "3072 ./data//train_images/4340.png\n",
      "3072 done jpg\n",
      "3073 ./data//train_images/3800.png\n",
      "3073 done jpg\n",
      "3074 ./data//train_images/3761.png\n",
      "3074 done jpg\n",
      "3075 ./data//train_images/1724.png\n",
      "3075 done jpg\n",
      "3076 ./data//train_images/3238.png\n",
      "3076 done jpg\n",
      "3077 ./data//train_images/5513.png\n",
      "3077 done jpg\n",
      "3078 ./data//train_images/8059.png\n",
      "3078 done jpg\n",
      "3079 ./data//train_images/6385.png\n",
      "3079 done jpg\n",
      "3080 ./data//train_images/4817.png\n",
      "3080 done jpg\n",
      "3081 ./data//train_images/7672.png\n",
      "3081 done jpg\n",
      "3082 ./data//train_images/9125.png\n",
      "3082 done jpg\n",
      "3083 ./data//train_images/8154.png\n",
      "3083 done jpg\n",
      "3084 ./data//train_images/2030.png\n",
      "3084 done jpg\n",
      "3085 ./data//train_images/2213.png\n",
      "3085 done jpg\n",
      "3086 ./data//train_images/2087.png\n",
      "3086 done jpg\n",
      "3087 ./data//train_images/7429.png\n",
      "3087 done jpg\n",
      "3088 ./data//train_images/6551.png\n",
      "3088 done jpg\n",
      "3089 ./data//train_images/1796.png\n",
      "3089 done jpg\n",
      "3090 ./data//train_images/2943.png\n",
      "3090 done jpg\n",
      "3091 ./data//train_images/3656.png\n",
      "3091 done jpg\n",
      "3092 ./data//train_images/3515.png\n",
      "3092 done jpg\n",
      "3093 ./data//train_images/4679.png\n",
      "3093 done jpg\n",
      "3094 ./data//train_images/5112.png\n",
      "3094 done jpg\n",
      "3095 ./data//train_images/5017.png\n",
      "3095 done jpg\n",
      "3096 ./data//train_images/88.png\n",
      "3096 done jpg\n",
      "3097 ./data//train_images/9470.png\n",
      "3097 done jpg\n",
      "3098 ./data//train_images/2948.png\n",
      "3098 done jpg\n",
      "3099 ./data//train_images/8436.png\n",
      "3099 done jpg\n",
      "3100 ./data//train_images/1485.png\n",
      "3100 done jpg\n",
      "3101 ./data//train_images/5480.png\n",
      "3101 done jpg\n",
      "3102 ./data//train_images/9629.png\n",
      "3102 done jpg\n",
      "3103 ./data//train_images/4802.png\n",
      "3103 done jpg\n",
      "3104 ./data//train_images/8487.png\n",
      "3104 done jpg\n",
      "3105 ./data//train_images/9004.png\n",
      "3105 done jpg\n",
      "3106 ./data//train_images/5803.png\n",
      "3106 done jpg\n",
      "3107 ./data//train_images/1090.png\n",
      "3107 done jpg\n",
      "3108 ./data//train_images/7556.png\n",
      "3108 done jpg\n",
      "3109 ./data//train_images/5902.png\n",
      "3109 done jpg\n",
      "3110 ./data//train_images/7174.png\n",
      "3110 done jpg\n",
      "3111 ./data//train_images/7177.png\n",
      "3111 done jpg\n",
      "3112 ./data//train_images/5191.png\n",
      "3112 done jpg\n",
      "3113 ./data//train_images/784.png\n",
      "3113 done jpg\n",
      "3114 ./data//train_images/3762.png\n",
      "3114 done jpg\n",
      "3115 ./data//train_images/3745.png\n",
      "3115 done jpg\n",
      "3116 ./data//train_images/5169.png\n",
      "3116 done jpg\n",
      "3117 ./data//train_images/8310.png\n",
      "3117 done jpg\n",
      "3118 ./data//train_images/2889.png\n",
      "3118 done jpg\n",
      "3119 ./data//train_images/8750.png\n",
      "3119 done jpg\n",
      "3120 ./data//train_images/6187.png\n",
      "3120 done jpg\n",
      "3121 ./data//train_images/2192.png\n",
      "3121 done jpg\n",
      "3122 ./data//train_images/9458.png\n",
      "3122 done jpg\n",
      "3123 ./data//train_images/7574.png\n",
      "3123 done jpg\n",
      "3124 ./data//train_images/7991.png\n",
      "3124 done jpg\n",
      "3125 ./data//train_images/3404.png\n",
      "3125 done jpg\n",
      "3126 ./data//train_images/3822.png\n",
      "3126 done jpg\n",
      "3127 ./data//train_images/9194.png\n",
      "3127 done jpg\n",
      "3128 ./data//train_images/9111.png\n",
      "3128 done jpg\n",
      "3129 ./data//train_images/8457.png\n",
      "3129 done jpg\n",
      "3130 ./data//train_images/1633.png\n",
      "3130 done jpg\n",
      "3131 ./data//train_images/1654.png\n",
      "3131 done jpg\n",
      "3132 ./data//train_images/6718.png\n",
      "3132 done jpg\n",
      "3133 ./data//train_images/2951.png\n",
      "3133 done jpg\n",
      "3134 ./data//train_images/5798.png\n",
      "3134 done jpg\n",
      "3135 ./data//train_images/8923.png\n",
      "3135 done jpg\n",
      "3136 ./data//train_images/8665.png\n",
      "3136 done jpg\n",
      "3137 ./data//train_images/5530.png\n",
      "3137 done jpg\n",
      "3138 ./data//train_images/4133.png\n",
      "3138 done jpg\n",
      "3139 ./data//train_images/4347.png\n",
      "3139 done jpg\n",
      "3140 ./data//train_images/1907.png\n",
      "3140 done jpg\n",
      "3141 ./data//train_images/4451.png\n",
      "3141 done jpg\n",
      "3142 ./data//train_images/5102.png\n",
      "3142 done jpg\n",
      "3143 ./data//train_images/8605.png\n",
      "3143 done jpg\n",
      "3144 ./data//train_images/2763.png\n",
      "3144 done jpg\n",
      "3145 ./data//train_images/6417.png\n",
      "3145 done jpg\n",
      "3146 ./data//train_images/8903.png\n",
      "3146 done jpg\n",
      "3147 ./data//train_images/3559.png\n",
      "3147 done jpg\n",
      "3148 ./data//train_images/8677.png\n",
      "3148 done jpg\n",
      "3149 ./data//train_images/2116.png\n",
      "3149 done jpg\n",
      "3150 ./data//train_images/10133.png\n",
      "3150 done jpg\n",
      "3151 ./data//train_images/5890.png\n",
      "3151 done jpg\n",
      "3152 ./data//train_images/125.png\n",
      "3152 done jpg\n",
      "3153 ./data//train_images/6262.png\n",
      "3153 done jpg\n",
      "3154 ./data//train_images/915.png\n",
      "3154 done jpg\n",
      "3155 ./data//train_images/268.png\n",
      "3155 done jpg\n",
      "3156 ./data//train_images/3815.png\n",
      "3156 done jpg\n",
      "3157 ./data//train_images/3754.png\n",
      "3157 done jpg\n",
      "3158 ./data//train_images/7052.png\n",
      "3158 done jpg\n",
      "3159 ./data//train_images/6798.png\n",
      "3159 done jpg\n",
      "3160 ./data//train_images/9429.png\n",
      "3160 done jpg\n",
      "3161 ./data//train_images/4692.png\n",
      "3161 done jpg\n",
      "3162 ./data//train_images/1819.png\n",
      "3162 done jpg\n",
      "3163 ./data//train_images/1146.png\n",
      "3163 done jpg\n",
      "3164 ./data//train_images/7018.png\n",
      "3164 done jpg\n",
      "3165 ./data//train_images/5961.png\n",
      "3165 done jpg\n",
      "3166 ./data//train_images/6413.png\n",
      "3166 done jpg\n",
      "3167 ./data//train_images/54.png\n",
      "3167 done jpg\n",
      "3168 ./data//train_images/3135.png\n",
      "3168 done jpg\n",
      "3169 ./data//train_images/9598.png\n",
      "3169 done jpg\n",
      "3170 ./data//train_images/5772.png\n",
      "3170 done jpg\n",
      "3171 ./data//train_images/1818.png\n",
      "3171 done jpg\n",
      "3172 ./data//train_images/6682.png\n",
      "3172 done jpg\n",
      "3173 ./data//train_images/8935.png\n",
      "3173 done jpg\n",
      "3174 ./data//train_images/1828.png\n",
      "3174 done jpg\n",
      "3175 ./data//train_images/6195.png\n",
      "3175 done jpg\n",
      "3176 ./data//train_images/1722.png\n",
      "3176 done jpg\n",
      "3177 ./data//train_images/8761.png\n",
      "3177 done jpg\n",
      "3178 ./data//train_images/2886.png\n",
      "3178 done jpg\n",
      "3179 ./data//train_images/8054.png\n",
      "3179 done jpg\n",
      "3180 ./data//train_images/2773.png\n",
      "3180 done jpg\n",
      "3181 ./data//train_images/6881.png\n",
      "3181 done jpg\n",
      "3182 ./data//train_images/2614.png\n",
      "3182 done jpg\n",
      "3183 ./data//train_images/7421.png\n",
      "3183 done jpg\n",
      "3184 ./data//train_images/2827.png\n",
      "3184 done jpg\n",
      "3185 ./data//train_images/4185.png\n",
      "3185 done jpg\n",
      "3186 ./data//train_images/7472.png\n",
      "3186 done jpg\n",
      "3187 ./data//train_images/6344.png\n",
      "3187 done jpg\n",
      "3188 ./data//train_images/1384.png\n",
      "3188 done jpg\n",
      "3189 ./data//train_images/2056.png\n",
      "3189 done jpg\n",
      "3190 ./data//train_images/9950.png\n",
      "3190 done jpg\n",
      "3191 ./data//train_images/4613.png\n",
      "3191 done jpg\n",
      "3192 ./data//train_images/5474.png\n",
      "3192 done jpg\n",
      "3193 ./data//train_images/5279.png\n",
      "3193 done jpg\n",
      "3194 ./data//train_images/7497.png\n",
      "3194 done jpg\n",
      "3195 ./data//train_images/5847.png\n",
      "3195 done jpg\n",
      "3196 ./data//train_images/68.png\n",
      "3196 done jpg\n",
      "3197 ./data//train_images/2342.png\n",
      "3197 done jpg\n",
      "3198 ./data//train_images/8828.png\n",
      "3198 done jpg\n",
      "3199 ./data//train_images/303.png\n",
      "3199 done jpg\n",
      "3200 ./data//train_images/2435.png\n",
      "3200 done jpg\n",
      "3201 ./data//train_images/4301.png\n",
      "3201 done jpg\n",
      "3202 ./data//train_images/3746.png\n",
      "3202 done jpg\n",
      "3203 ./data//train_images/6208.png\n",
      "3203 done jpg\n",
      "3204 ./data//train_images/9761.png\n",
      "3204 done jpg\n",
      "3205 ./data//train_images/6912.png\n",
      "3205 done jpg\n",
      "3206 ./data//train_images/1824.png\n",
      "3206 done jpg\n",
      "3207 ./data//train_images/3190.png\n",
      "3207 done jpg\n",
      "3208 ./data//train_images/7580.png\n",
      "3208 done jpg\n",
      "3209 ./data//train_images/10124.png\n",
      "3209 done jpg\n",
      "3210 ./data//train_images/7428.png\n",
      "3210 done jpg\n",
      "3211 ./data//train_images/3355.png\n",
      "3211 done jpg\n",
      "3212 ./data//train_images/7225.png\n",
      "3212 done jpg\n",
      "3213 ./data//train_images/3686.png\n",
      "3213 done jpg\n",
      "3214 ./data//train_images/4194.png\n",
      "3214 done jpg\n",
      "3215 ./data//train_images/8321.png\n",
      "3215 done jpg\n",
      "3216 ./data//train_images/5321.png\n",
      "3216 done jpg\n",
      "3217 ./data//train_images/4574.png\n",
      "3217 done jpg\n",
      "3218 ./data//train_images/1324.png\n",
      "3218 done jpg\n",
      "3219 ./data//train_images/5536.png\n",
      "3219 done jpg\n",
      "3220 ./data//train_images/2644.png\n",
      "3220 done jpg\n",
      "3221 ./data//train_images/3246.png\n",
      "3221 done jpg\n",
      "3222 ./data//train_images/1609.png\n",
      "3222 done jpg\n",
      "3223 ./data//train_images/2007.png\n",
      "3223 done jpg\n",
      "3224 ./data//train_images/6470.png\n",
      "3224 done jpg\n",
      "3225 ./data//train_images/7494.png\n",
      "3225 done jpg\n",
      "3226 ./data//train_images/2303.png\n",
      "3226 done jpg\n",
      "3227 ./data//train_images/1455.png\n",
      "3227 done jpg\n",
      "3228 ./data//train_images/8543.png\n",
      "3228 done jpg\n",
      "3229 ./data//train_images/3108.png\n",
      "3229 done jpg\n",
      "3230 ./data//train_images/6034.png\n",
      "3230 done jpg\n",
      "3231 ./data//train_images/4577.png\n",
      "3231 done jpg\n",
      "3232 ./data//train_images/8884.png\n",
      "3232 done jpg\n",
      "3233 ./data//train_images/823.png\n",
      "3233 done jpg\n",
      "3234 ./data//train_images/5629.png\n",
      "3234 done jpg\n",
      "3235 ./data//train_images/1424.png\n",
      "3235 done jpg\n",
      "3236 ./data//train_images/940.png\n",
      "3236 done jpg\n",
      "3237 ./data//train_images/10423.png\n",
      "3237 done jpg\n",
      "3238 ./data//train_images/5576.png\n",
      "3238 done jpg\n",
      "3239 ./data//train_images/10210.png\n",
      "3239 done jpg\n",
      "3240 ./data//train_images/5121.png\n",
      "3240 done jpg\n",
      "3241 ./data//train_images/3904.png\n",
      "3241 done jpg\n",
      "3242 ./data//train_images/6481.png\n",
      "3242 done jpg\n",
      "3243 ./data//train_images/3851.png\n",
      "3243 done jpg\n",
      "3244 ./data//train_images/8289.png\n",
      "3244 done jpg\n",
      "3245 ./data//train_images/4159.png\n",
      "3245 done jpg\n",
      "3246 ./data//train_images/3282.png\n",
      "3246 done jpg\n",
      "3247 ./data//train_images/2604.png\n",
      "3247 done jpg\n",
      "3248 ./data//train_images/545.png\n",
      "3248 done jpg\n",
      "3249 ./data//train_images/5182.png\n",
      "3249 done jpg\n",
      "3250 ./data//train_images/820.png\n",
      "3250 done jpg\n",
      "3251 ./data//train_images/5877.png\n",
      "3251 done jpg\n",
      "3252 ./data//train_images/777.png\n",
      "3252 done jpg\n",
      "3253 ./data//train_images/9307.png\n",
      "3253 done jpg\n",
      "3254 ./data//train_images/9764.png\n",
      "3254 done jpg\n",
      "3255 ./data//train_images/1789.png\n",
      "3255 done jpg\n",
      "3256 ./data//train_images/6623.png\n",
      "3256 done jpg\n",
      "3257 ./data//train_images/7476.png\n",
      "3257 done jpg\n",
      "3258 ./data//train_images/7916.png\n",
      "3258 done jpg\n",
      "3259 ./data//train_images/2061.png\n",
      "3259 done jpg\n",
      "3260 ./data//train_images/10448.png\n",
      "3260 done jpg\n",
      "3261 ./data//train_images/249.png\n",
      "3261 done jpg\n",
      "3262 ./data//train_images/7341.png\n",
      "3262 done jpg\n",
      "3263 ./data//train_images/2053.png\n",
      "3263 done jpg\n",
      "3264 ./data//train_images/2618.png\n",
      "3264 done jpg\n",
      "3265 ./data//train_images/2314.png\n",
      "3265 done jpg\n",
      "3266 ./data//train_images/1085.png\n",
      "3266 done jpg\n",
      "3267 ./data//train_images/1133.png\n",
      "3267 done jpg\n",
      "3268 ./data//train_images/903.png\n",
      "3268 done jpg\n",
      "3269 ./data//train_images/7631.png\n",
      "3269 done jpg\n",
      "3270 ./data//train_images/3632.png\n",
      "3270 done jpg\n",
      "3271 ./data//train_images/5114.png\n",
      "3271 done jpg\n",
      "3272 ./data//train_images/957.png\n",
      "3272 done jpg\n",
      "3273 ./data//train_images/3324.png\n",
      "3273 done jpg\n",
      "3274 ./data//train_images/10141.png\n",
      "3274 done jpg\n",
      "3275 ./data//train_images/2984.png\n",
      "3275 done jpg\n",
      "3276 ./data//train_images/792.png\n",
      "3276 done jpg\n",
      "3277 ./data//train_images/1938.png\n",
      "3277 done jpg\n",
      "3278 ./data//train_images/9084.png\n",
      "3278 done jpg\n",
      "3279 ./data//train_images/5783.png\n",
      "3279 done jpg\n",
      "3280 ./data//train_images/10199.png\n",
      "3280 done jpg\n",
      "3281 ./data//train_images/6877.png\n",
      "3281 done jpg\n",
      "3282 ./data//train_images/9664.png\n",
      "3282 done jpg\n",
      "3283 ./data//train_images/9365.png\n",
      "3283 done jpg\n",
      "3284 ./data//train_images/732.png\n",
      "3284 done jpg\n",
      "3285 ./data//train_images/9503.png\n",
      "3285 done jpg\n",
      "3286 ./data//train_images/2885.png\n",
      "3286 done jpg\n",
      "3287 ./data//train_images/721.png\n",
      "3287 done jpg\n",
      "3288 ./data//train_images/5762.png\n",
      "3288 done jpg\n",
      "3289 ./data//train_images/6871.png\n",
      "3289 done jpg\n",
      "3290 ./data//train_images/1121.png\n",
      "3290 done jpg\n",
      "3291 ./data//train_images/10404.png\n",
      "3291 done jpg\n",
      "3292 ./data//train_images/1120.png\n",
      "3292 done jpg\n",
      "3293 ./data//train_images/1628.png\n",
      "3293 done jpg\n",
      "3294 ./data//train_images/9527.png\n",
      "3294 done jpg\n",
      "3295 ./data//train_images/9560.png\n",
      "3295 done jpg\n",
      "3296 ./data//train_images/9906.png\n",
      "3296 done jpg\n",
      "3297 ./data//train_images/1509.png\n",
      "3297 done jpg\n",
      "3298 ./data//train_images/9578.png\n",
      "3298 done jpg\n",
      "3299 ./data//train_images/1622.png\n",
      "3299 done jpg\n",
      "3300 ./data//train_images/6351.png\n",
      "3300 done jpg\n",
      "3301 ./data//train_images/9433.png\n",
      "3301 done jpg\n",
      "3302 ./data//train_images/4875.png\n",
      "3302 done jpg\n",
      "3303 ./data//train_images/8480.png\n",
      "3303 done jpg\n",
      "3304 ./data//train_images/7625.png\n",
      "3304 done jpg\n",
      "3305 ./data//train_images/9080.png\n",
      "3305 done jpg\n",
      "3306 ./data//train_images/8709.png\n",
      "3306 done jpg\n",
      "3307 ./data//train_images/2848.png\n",
      "3307 done jpg\n",
      "3308 ./data//train_images/5116.png\n",
      "3308 done jpg\n",
      "3309 ./data//train_images/6654.png\n",
      "3309 done jpg\n",
      "3310 ./data//train_images/8026.png\n",
      "3310 done jpg\n",
      "3311 ./data//train_images/4625.png\n",
      "3311 done jpg\n",
      "3312 ./data//train_images/7902.png\n",
      "3312 done jpg\n",
      "3313 ./data//train_images/7321.png\n",
      "3313 done jpg\n",
      "3314 ./data//train_images/1494.png\n",
      "3314 done jpg\n",
      "3315 ./data//train_images/9572.png\n",
      "3315 done jpg\n",
      "3316 ./data//train_images/870.png\n",
      "3316 done jpg\n",
      "3317 ./data//train_images/28.png\n",
      "3317 done jpg\n",
      "3318 ./data//train_images/9266.png\n",
      "3318 done jpg\n",
      "3319 ./data//train_images/2494.png\n",
      "3319 done jpg\n",
      "3320 ./data//train_images/1458.png\n",
      "3320 done jpg\n",
      "3321 ./data//train_images/2799.png\n",
      "3321 done jpg\n",
      "3322 ./data//train_images/635.png\n",
      "3322 done jpg\n",
      "3323 ./data//train_images/997.png\n",
      "3323 done jpg\n",
      "3324 ./data//train_images/8871.png\n",
      "3324 done jpg\n",
      "3325 ./data//train_images/349.png\n",
      "3325 done jpg\n",
      "3326 ./data//train_images/4986.png\n",
      "3326 done jpg\n",
      "3327 ./data//train_images/3597.png\n",
      "3327 done jpg\n",
      "3328 ./data//train_images/7467.png\n",
      "3328 done jpg\n",
      "3329 ./data//train_images/7756.png\n",
      "3329 done jpg\n",
      "3330 ./data//train_images/3670.png\n",
      "3330 done jpg\n",
      "3331 ./data//train_images/5985.png\n",
      "3331 done jpg\n",
      "3332 ./data//train_images/4644.png\n",
      "3332 done jpg\n",
      "3333 ./data//train_images/1337.png\n",
      "3333 done jpg\n",
      "3334 ./data//train_images/2660.png\n",
      "3334 done jpg\n",
      "3335 ./data//train_images/4524.png\n",
      "3335 done jpg\n",
      "3336 ./data//train_images/7521.png\n",
      "3336 done jpg\n",
      "3337 ./data//train_images/6354.png\n",
      "3337 done jpg\n",
      "3338 ./data//train_images/106.png\n",
      "3338 done jpg\n",
      "3339 ./data//train_images/8302.png\n",
      "3339 done jpg\n",
      "3340 ./data//train_images/3555.png\n",
      "3340 done jpg\n",
      "3341 ./data//train_images/7689.png\n",
      "3341 done jpg\n",
      "3342 ./data//train_images/2677.png\n",
      "3342 done jpg\n",
      "3343 ./data//train_images/5723.png\n",
      "3343 done jpg\n",
      "3344 ./data//train_images/5755.png\n",
      "3344 done jpg\n",
      "3345 ./data//train_images/6621.png\n",
      "3345 done jpg\n",
      "3346 ./data//train_images/4837.png\n",
      "3346 done jpg\n",
      "3347 ./data//train_images/3836.png\n",
      "3347 done jpg\n",
      "3348 ./data//train_images/3023.png\n",
      "3348 done jpg\n",
      "3349 ./data//train_images/1618.png\n",
      "3349 done jpg\n",
      "3350 ./data//train_images/7427.png\n",
      "3350 done jpg\n",
      "3351 ./data//train_images/9434.png\n",
      "3351 done jpg\n",
      "3352 ./data//train_images/9428.png\n",
      "3352 done jpg\n",
      "3353 ./data//train_images/6062.png\n",
      "3353 done jpg\n",
      "3354 ./data//train_images/2143.png\n",
      "3354 done jpg\n",
      "3355 ./data//train_images/4227.png\n",
      "3355 done jpg\n",
      "3356 ./data//train_images/2863.png\n",
      "3356 done jpg\n",
      "3357 ./data//train_images/3451.png\n",
      "3357 done jpg\n",
      "3358 ./data//train_images/4271.png\n",
      "3358 done jpg\n",
      "3359 ./data//train_images/7706.png\n",
      "3359 done jpg\n",
      "3360 ./data//train_images/1361.png\n",
      "3360 done jpg\n",
      "3361 ./data//train_images/9400.png\n",
      "3361 done jpg\n",
      "3362 ./data//train_images/7332.png\n",
      "3362 done jpg\n",
      "3363 ./data//train_images/10476.png\n",
      "3363 done jpg\n",
      "3364 ./data//train_images/8174.png\n",
      "3364 done jpg\n",
      "3365 ./data//train_images/7596.png\n",
      "3365 done jpg\n",
      "3366 ./data//train_images/8252.png\n",
      "3366 done jpg\n",
      "3367 ./data//train_images/7103.png\n",
      "3367 done jpg\n",
      "3368 ./data//train_images/1376.png\n",
      "3368 done jpg\n",
      "3369 ./data//train_images/8676.png\n",
      "3369 done jpg\n",
      "3370 ./data//train_images/8046.png\n",
      "3370 done jpg\n",
      "3371 ./data//train_images/9966.png\n",
      "3371 done jpg\n",
      "3372 ./data//train_images/3128.png\n",
      "3372 done jpg\n",
      "3373 ./data//train_images/4478.png\n",
      "3373 done jpg\n",
      "3374 ./data//train_images/6405.png\n",
      "3374 done jpg\n",
      "3375 ./data//train_images/1481.png\n",
      "3375 done jpg\n",
      "3376 ./data//train_images/3427.png\n",
      "3376 done jpg\n",
      "3377 ./data//train_images/5662.png\n",
      "3377 done jpg\n",
      "3378 ./data//train_images/9589.png\n",
      "3378 done jpg\n",
      "3379 ./data//train_images/1217.png\n",
      "3379 done jpg\n",
      "3380 ./data//train_images/3705.png\n",
      "3380 done jpg\n",
      "3381 ./data//train_images/2689.png\n",
      "3381 done jpg\n",
      "3382 ./data//train_images/778.png\n",
      "3382 done jpg\n",
      "3383 ./data//train_images/5748.png\n",
      "3383 done jpg\n",
      "3384 ./data//train_images/6907.png\n",
      "3384 done jpg\n",
      "3385 ./data//train_images/6768.png\n",
      "3385 done jpg\n",
      "3386 ./data//train_images/8261.png\n",
      "3386 done jpg\n",
      "3387 ./data//train_images/9220.png\n",
      "3387 done jpg\n",
      "3388 ./data//train_images/2511.png\n",
      "3388 done jpg\n",
      "3389 ./data//train_images/6104.png\n",
      "3389 done jpg\n",
      "3390 ./data//train_images/302.png\n",
      "3390 done jpg\n",
      "3391 ./data//train_images/7834.png\n",
      "3391 done jpg\n",
      "3392 ./data//train_images/3916.png\n",
      "3392 done jpg\n",
      "3393 ./data//train_images/3351.png\n",
      "3393 done jpg\n",
      "3394 ./data//train_images/7805.png\n",
      "3394 done jpg\n",
      "3395 ./data//train_images/5113.png\n",
      "3395 done jpg\n",
      "3396 ./data//train_images/8550.png\n",
      "3396 done jpg\n",
      "3397 ./data//train_images/2104.png\n",
      "3397 done jpg\n",
      "3398 ./data//train_images/5648.png\n",
      "3398 done jpg\n",
      "3399 ./data//train_images/7554.png\n",
      "3399 done jpg\n",
      "3400 ./data//train_images/10486.png\n",
      "3400 done jpg\n",
      "3401 ./data//train_images/4318.png\n",
      "3401 done jpg\n",
      "3402 ./data//train_images/8047.png\n",
      "3402 done jpg\n",
      "3403 ./data//train_images/7233.png\n",
      "3403 done jpg\n",
      "3404 ./data//train_images/3026.png\n",
      "3404 done jpg\n",
      "3405 ./data//train_images/5079.png\n",
      "3405 done jpg\n",
      "3406 ./data//train_images/8088.png\n",
      "3406 done jpg\n",
      "3407 ./data//train_images/10434.png\n",
      "3407 done jpg\n",
      "3408 ./data//train_images/4204.png\n",
      "3408 done jpg\n",
      "3409 ./data//train_images/6955.png\n",
      "3409 done jpg\n",
      "3410 ./data//train_images/1429.png\n",
      "3410 done jpg\n",
      "3411 ./data//train_images/4981.png\n",
      "3411 done jpg\n",
      "3412 ./data//train_images/8327.png\n",
      "3412 done jpg\n",
      "3413 ./data//train_images/5815.png\n",
      "3413 done jpg\n",
      "3414 ./data//train_images/10218.png\n",
      "3414 done jpg\n",
      "3415 ./data//train_images/3646.png\n",
      "3415 done jpg\n",
      "3416 ./data//train_images/6913.png\n",
      "3416 done jpg\n",
      "3417 ./data//train_images/5186.png\n",
      "3417 done jpg\n",
      "3418 ./data//train_images/5398.png\n",
      "3418 done jpg\n",
      "3419 ./data//train_images/7523.png\n",
      "3419 done jpg\n",
      "3420 ./data//train_images/5141.png\n",
      "3420 done jpg\n",
      "3421 ./data//train_images/9920.png\n",
      "3421 done jpg\n",
      "3422 ./data//train_images/491.png\n",
      "3422 done jpg\n",
      "3423 ./data//train_images/10329.png\n",
      "3423 done jpg\n",
      "3424 ./data//train_images/9028.png\n",
      "3424 done jpg\n",
      "3425 ./data//train_images/7318.png\n",
      "3425 done jpg\n",
      "3426 ./data//train_images/7509.png\n",
      "3426 done jpg\n",
      "3427 ./data//train_images/8427.png\n",
      "3427 done jpg\n",
      "3428 ./data//train_images/3270.png\n",
      "3428 done jpg\n",
      "3429 ./data//train_images/1852.png\n",
      "3429 done jpg\n",
      "3430 ./data//train_images/2052.png\n",
      "3430 done jpg\n",
      "3431 ./data//train_images/2958.png\n",
      "3431 done jpg\n",
      "3432 ./data//train_images/1105.png\n",
      "3432 done jpg\n",
      "3433 ./data//train_images/112.png\n",
      "3433 done jpg\n",
      "3434 ./data//train_images/2169.png\n",
      "3434 done jpg\n",
      "3435 ./data//train_images/9109.png\n",
      "3435 done jpg\n",
      "3436 ./data//train_images/8242.png\n",
      "3436 done jpg\n",
      "3437 ./data//train_images/1351.png\n",
      "3437 done jpg\n",
      "3438 ./data//train_images/5953.png\n",
      "3438 done jpg\n",
      "3439 ./data//train_images/1886.png\n",
      "3439 done jpg\n",
      "3440 ./data//train_images/4922.png\n",
      "3440 done jpg\n",
      "3441 ./data//train_images/4091.png\n",
      "3441 done jpg\n",
      "3442 ./data//train_images/631.png\n",
      "3442 done jpg\n",
      "3443 ./data//train_images/3643.png\n",
      "3443 done jpg\n",
      "3444 ./data//train_images/10008.png\n",
      "3444 done jpg\n",
      "3445 ./data//train_images/1233.png\n",
      "3445 done jpg\n",
      "3446 ./data//train_images/2635.png\n",
      "3446 done jpg\n",
      "3447 ./data//train_images/3537.png\n",
      "3447 done jpg\n",
      "3448 ./data//train_images/6542.png\n",
      "3448 done jpg\n",
      "3449 ./data//train_images/8070.png\n",
      "3449 done jpg\n",
      "3450 ./data//train_images/9552.png\n",
      "3450 done jpg\n",
      "3451 ./data//train_images/5827.png\n",
      "3451 done jpg\n",
      "3452 ./data//train_images/102.png\n",
      "3452 done jpg\n",
      "3453 ./data//train_images/10102.png\n",
      "3453 done jpg\n",
      "3454 ./data//train_images/5032.png\n",
      "3454 done jpg\n",
      "3455 ./data//train_images/9582.png\n",
      "3455 done jpg\n",
      "3456 ./data//train_images/9648.png\n",
      "3456 done jpg\n",
      "3457 ./data//train_images/10255.png\n",
      "3457 done jpg\n",
      "3458 ./data//train_images/517.png\n",
      "3458 done jpg\n",
      "3459 ./data//train_images/9037.png\n",
      "3459 done jpg\n",
      "3460 ./data//train_images/7720.png\n",
      "3460 done jpg\n",
      "3461 ./data//train_images/295.png\n",
      "3461 done jpg\n",
      "3462 ./data//train_images/7067.png\n",
      "3462 done jpg\n",
      "3463 ./data//train_images/10069.png\n",
      "3463 done jpg\n",
      "3464 ./data//train_images/8928.png\n",
      "3464 done jpg\n",
      "3465 ./data//train_images/7399.png\n",
      "3465 done jpg\n",
      "3466 ./data//train_images/3744.png\n",
      "3466 done jpg\n",
      "3467 ./data//train_images/5594.png\n",
      "3467 done jpg\n",
      "3468 ./data//train_images/6832.png\n",
      "3468 done jpg\n",
      "3469 ./data//train_images/3266.png\n",
      "3469 done jpg\n",
      "3470 ./data//train_images/6298.png\n",
      "3470 done jpg\n",
      "3471 ./data//train_images/3237.png\n",
      "3471 done jpg\n",
      "3472 ./data//train_images/3968.png\n",
      "3472 done jpg\n",
      "3473 ./data//train_images/4826.png\n",
      "3473 done jpg\n",
      "3474 ./data//train_images/7307.png\n",
      "3474 done jpg\n",
      "3475 ./data//train_images/2122.png\n",
      "3475 done jpg\n",
      "3476 ./data//train_images/3401.png\n",
      "3476 done jpg\n",
      "3477 ./data//train_images/8972.png\n",
      "3477 done jpg\n",
      "3478 ./data//train_images/1162.png\n",
      "3478 done jpg\n",
      "3479 ./data//train_images/2564.png\n",
      "3479 done jpg\n",
      "3480 ./data//train_images/3547.png\n",
      "3480 done jpg\n",
      "3481 ./data//train_images/6443.png\n",
      "3481 done jpg\n",
      "3482 ./data//train_images/4193.png\n",
      "3482 done jpg\n",
      "3483 ./data//train_images/7663.png\n",
      "3483 done jpg\n",
      "3484 ./data//train_images/6920.png\n",
      "3484 done jpg\n",
      "3485 ./data//train_images/1556.png\n",
      "3485 done jpg\n",
      "3486 ./data//train_images/6899.png\n",
      "3486 done jpg\n",
      "3487 ./data//train_images/4209.png\n",
      "3487 done jpg\n",
      "3488 ./data//train_images/5650.png\n",
      "3488 done jpg\n",
      "3489 ./data//train_images/4279.png\n",
      "3489 done jpg\n",
      "3490 ./data//train_images/5253.png\n",
      "3490 done jpg\n",
      "3491 ./data//train_images/8266.png\n",
      "3491 done jpg\n",
      "3492 ./data//train_images/6977.png\n",
      "3492 done jpg\n",
      "3493 ./data//train_images/9197.png\n",
      "3493 done jpg\n",
      "3494 ./data//train_images/2268.png\n",
      "3494 done jpg\n",
      "3495 ./data//train_images/9104.png\n",
      "3495 done jpg\n",
      "3496 ./data//train_images/7293.png\n",
      "3496 done jpg\n",
      "3497 ./data//train_images/7155.png\n",
      "3497 done jpg\n",
      "3498 ./data//train_images/9742.png\n",
      "3498 done jpg\n",
      "3499 ./data//train_images/4435.png\n",
      "3499 done jpg\n",
      "3500 ./data//train_images/9948.png\n",
      "3500 done jpg\n",
      "3501 ./data//train_images/6250.png\n",
      "3501 done jpg\n",
      "3502 ./data//train_images/5790.png\n",
      "3502 done jpg\n",
      "3503 ./data//train_images/82.png\n",
      "3503 done jpg\n",
      "3504 ./data//train_images/8351.png\n",
      "3504 done jpg\n",
      "3505 ./data//train_images/444.png\n",
      "3505 done jpg\n",
      "3506 ./data//train_images/3966.png\n",
      "3506 done jpg\n",
      "3507 ./data//train_images/8434.png\n",
      "3507 done jpg\n",
      "3508 ./data//train_images/1020.png\n",
      "3508 done jpg\n",
      "3509 ./data//train_images/6326.png\n",
      "3509 done jpg\n",
      "3510 ./data//train_images/10296.png\n",
      "3510 done jpg\n",
      "3511 ./data//train_images/6704.png\n",
      "3511 done jpg\n",
      "3512 ./data//train_images/7779.png\n",
      "3512 done jpg\n",
      "3513 ./data//train_images/2713.png\n",
      "3513 done jpg\n",
      "3514 ./data//train_images/5168.png\n",
      "3514 done jpg\n",
      "3515 ./data//train_images/9143.png\n",
      "3515 done jpg\n",
      "3516 ./data//train_images/3032.png\n",
      "3516 done jpg\n",
      "3517 ./data//train_images/5232.png\n",
      "3517 done jpg\n",
      "3518 ./data//train_images/1440.png\n",
      "3518 done jpg\n",
      "3519 ./data//train_images/7993.png\n",
      "3519 done jpg\n",
      "3520 ./data//train_images/5301.png\n",
      "3520 done jpg\n",
      "3521 ./data//train_images/1451.png\n",
      "3521 done jpg\n",
      "3522 ./data//train_images/1519.png\n",
      "3522 done jpg\n",
      "3523 ./data//train_images/10058.png\n",
      "3523 done jpg\n",
      "3524 ./data//train_images/8707.png\n",
      "3524 done jpg\n",
      "3525 ./data//train_images/5167.png\n",
      "3525 done jpg\n",
      "3526 ./data//train_images/2395.png\n",
      "3526 done jpg\n",
      "3527 ./data//train_images/3408.png\n",
      "3527 done jpg\n",
      "3528 ./data//train_images/8789.png\n",
      "3528 done jpg\n",
      "3529 ./data//train_images/10070.png\n",
      "3529 done jpg\n",
      "3530 ./data//train_images/10492.png\n",
      "3530 done jpg\n",
      "3531 ./data//train_images/9797.png\n",
      "3531 done jpg\n",
      "3532 ./data//train_images/1142.png\n",
      "3532 done jpg\n",
      "3533 ./data//train_images/127.png\n",
      "3533 done jpg\n",
      "3534 ./data//train_images/2891.png\n",
      "3534 done jpg\n",
      "3535 ./data//train_images/9954.png\n",
      "3535 done jpg\n",
      "3536 ./data//train_images/10583.png\n",
      "3536 done jpg\n",
      "3537 ./data//train_images/7561.png\n",
      "3537 done jpg\n",
      "3538 ./data//train_images/4022.png\n",
      "3538 done jpg\n",
      "3539 ./data//train_images/7685.png\n",
      "3539 done jpg\n",
      "3540 ./data//train_images/8201.png\n",
      "3540 done jpg\n",
      "3541 ./data//train_images/6619.png\n",
      "3541 done jpg\n",
      "3542 ./data//train_images/91.png\n",
      "3542 done jpg\n",
      "3543 ./data//train_images/8823.png\n",
      "3543 done jpg\n",
      "3544 ./data//train_images/10344.png\n",
      "3544 done jpg\n",
      "3545 ./data//train_images/5713.png\n",
      "3545 done jpg\n",
      "3546 ./data//train_images/9306.png\n",
      "3546 done jpg\n",
      "3547 ./data//train_images/4787.png\n",
      "3547 done jpg\n",
      "3548 ./data//train_images/5551.png\n",
      "3548 done jpg\n",
      "3549 ./data//train_images/2912.png\n",
      "3549 done jpg\n",
      "3550 ./data//train_images/2610.png\n",
      "3550 done jpg\n",
      "3551 ./data//train_images/8905.png\n",
      "3551 done jpg\n",
      "3552 ./data//train_images/1028.png\n",
      "3552 done jpg\n",
      "3553 ./data//train_images/6468.png\n",
      "3553 done jpg\n",
      "3554 ./data//train_images/5874.png\n",
      "3554 done jpg\n",
      "3555 ./data//train_images/6263.png\n",
      "3555 done jpg\n",
      "3556 ./data//train_images/7410.png\n",
      "3556 done jpg\n",
      "3557 ./data//train_images/2849.png\n",
      "3557 done jpg\n",
      "3558 ./data//train_images/1996.png\n",
      "3558 done jpg\n",
      "3559 ./data//train_images/5593.png\n",
      "3559 done jpg\n",
      "3560 ./data//train_images/9128.png\n",
      "3560 done jpg\n",
      "3561 ./data//train_images/6438.png\n",
      "3561 done jpg\n",
      "3562 ./data//train_images/1664.png\n",
      "3562 done jpg\n",
      "3563 ./data//train_images/3075.png\n",
      "3563 done jpg\n",
      "3564 ./data//train_images/6537.png\n",
      "3564 done jpg\n",
      "3565 ./data//train_images/4281.png\n",
      "3565 done jpg\n",
      "3566 ./data//train_images/1010.png\n",
      "3566 done jpg\n",
      "3567 ./data//train_images/10238.png\n",
      "3567 done jpg\n",
      "3568 ./data//train_images/9010.png\n",
      "3568 done jpg\n",
      "3569 ./data//train_images/2386.png\n",
      "3569 done jpg\n",
      "3570 ./data//train_images/8497.png\n",
      "3570 done jpg\n",
      "3571 ./data//train_images/10408.png\n",
      "3571 done jpg\n",
      "3572 ./data//train_images/3697.png\n",
      "3572 done jpg\n",
      "3573 ./data//train_images/8614.png\n",
      "3573 done jpg\n",
      "3574 ./data//train_images/1803.png\n",
      "3574 done jpg\n",
      "3575 ./data//train_images/7719.png\n",
      "3575 done jpg\n",
      "3576 ./data//train_images/2135.png\n",
      "3576 done jpg\n",
      "3577 ./data//train_images/6544.png\n",
      "3577 done jpg\n",
      "3578 ./data//train_images/6847.png\n",
      "3578 done jpg\n",
      "3579 ./data//train_images/872.png\n",
      "3579 done jpg\n",
      "3580 ./data//train_images/4659.png\n",
      "3580 done jpg\n",
      "3581 ./data//train_images/5242.png\n",
      "3581 done jpg\n",
      "3582 ./data//train_images/499.png\n",
      "3582 done jpg\n",
      "3583 ./data//train_images/4931.png\n",
      "3583 done jpg\n",
      "3584 ./data//train_images/681.png\n",
      "3584 done jpg\n",
      "3585 ./data//train_images/6612.png\n",
      "3585 done jpg\n",
      "3586 ./data//train_images/1630.png\n",
      "3586 done jpg\n",
      "3587 ./data//train_images/3161.png\n",
      "3587 done jpg\n",
      "3588 ./data//train_images/7770.png\n",
      "3588 done jpg\n",
      "3589 ./data//train_images/10468.png\n",
      "3589 done jpg\n",
      "3590 ./data//train_images/6848.png\n",
      "3590 done jpg\n",
      "3591 ./data//train_images/4503.png\n",
      "3591 done jpg\n",
      "3592 ./data//train_images/2251.png\n",
      "3592 done jpg\n",
      "3593 ./data//train_images/8099.png\n",
      "3593 done jpg\n",
      "3594 ./data//train_images/989.png\n",
      "3594 done jpg\n",
      "3595 ./data//train_images/3877.png\n",
      "3595 done jpg\n",
      "3596 ./data//train_images/6241.png\n",
      "3596 done jpg\n",
      "3597 ./data//train_images/592.png\n",
      "3597 done jpg\n",
      "3598 ./data//train_images/812.png\n",
      "3598 done jpg\n",
      "3599 ./data//train_images/6894.png\n",
      "3599 done jpg\n",
      "3600 ./data//train_images/4790.png\n",
      "3600 done jpg\n",
      "3601 ./data//train_images/10190.png\n",
      "3601 done jpg\n",
      "3602 ./data//train_images/4312.png\n",
      "3602 done jpg\n",
      "3603 ./data//train_images/251.png\n",
      "3603 done jpg\n",
      "3604 ./data//train_images/4013.png\n",
      "3604 done jpg\n",
      "3605 ./data//train_images/6723.png\n",
      "3605 done jpg\n",
      "3606 ./data//train_images/9136.png\n",
      "3606 done jpg\n",
      "3607 ./data//train_images/3476.png\n",
      "3607 done jpg\n",
      "3608 ./data//train_images/8945.png\n",
      "3608 done jpg\n",
      "3609 ./data//train_images/443.png\n",
      "3609 done jpg\n",
      "3610 ./data//train_images/9999.png\n",
      "3610 done jpg\n",
      "3611 ./data//train_images/5784.png\n",
      "3611 done jpg\n",
      "3612 ./data//train_images/7185.png\n",
      "3612 done jpg\n",
      "3613 ./data//train_images/2753.png\n",
      "3613 done jpg\n",
      "3614 ./data//train_images/5451.png\n",
      "3614 done jpg\n",
      "3615 ./data//train_images/2702.png\n",
      "3615 done jpg\n",
      "3616 ./data//train_images/10358.png\n",
      "3616 done jpg\n",
      "3617 ./data//train_images/881.png\n",
      "3617 done jpg\n",
      "3618 ./data//train_images/2705.png\n",
      "3618 done jpg\n",
      "3619 ./data//train_images/6582.png\n",
      "3619 done jpg\n",
      "3620 ./data//train_images/1625.png\n",
      "3620 done jpg\n",
      "3621 ./data//train_images/3061.png\n",
      "3621 done jpg\n",
      "3622 ./data//train_images/10082.png\n",
      "3622 done jpg\n",
      "3623 ./data//train_images/10232.png\n",
      "3623 done jpg\n",
      "3624 ./data//train_images/7768.png\n",
      "3624 done jpg\n",
      "3625 ./data//train_images/589.png\n",
      "3625 done jpg\n",
      "3626 ./data//train_images/8651.png\n",
      "3626 done jpg\n",
      "3627 ./data//train_images/1013.png\n",
      "3627 done jpg\n",
      "3628 ./data//train_images/5462.png\n",
      "3628 done jpg\n",
      "3629 ./data//train_images/1543.png\n",
      "3629 done jpg\n",
      "3630 ./data//train_images/8439.png\n",
      "3630 done jpg\n",
      "3631 ./data//train_images/9157.png\n",
      "3631 done jpg\n",
      "3632 ./data//train_images/3893.png\n",
      "3632 done jpg\n",
      "3633 ./data//train_images/8334.png\n",
      "3633 done jpg\n",
      "3634 ./data//train_images/6656.png\n",
      "3634 done jpg\n",
      "3635 ./data//train_images/6119.png\n",
      "3635 done jpg\n",
      "3636 ./data//train_images/7823.png\n",
      "3636 done jpg\n",
      "3637 ./data//train_images/8984.png\n",
      "3637 done jpg\n",
      "3638 ./data//train_images/7940.png\n",
      "3638 done jpg\n",
      "3639 ./data//train_images/622.png\n",
      "3639 done jpg\n",
      "3640 ./data//train_images/702.png\n",
      "3640 done jpg\n",
      "3641 ./data//train_images/9129.png\n",
      "3641 done jpg\n",
      "3642 ./data//train_images/7640.png\n",
      "3642 done jpg\n",
      "3643 ./data//train_images/9236.png\n",
      "3643 done jpg\n",
      "3644 ./data//train_images/6402.png\n",
      "3644 done jpg\n",
      "3645 ./data//train_images/3504.png\n",
      "3645 done jpg\n",
      "3646 ./data//train_images/8114.png\n",
      "3646 done jpg\n",
      "3647 ./data//train_images/8151.png\n",
      "3647 done jpg\n",
      "3648 ./data//train_images/3534.png\n",
      "3648 done jpg\n",
      "3649 ./data//train_images/8066.png\n",
      "3649 done jpg\n",
      "3650 ./data//train_images/7009.png\n",
      "3650 done jpg\n",
      "3651 ./data//train_images/179.png\n",
      "3651 done jpg\n",
      "3652 ./data//train_images/7646.png\n",
      "3652 done jpg\n",
      "3653 ./data//train_images/4561.png\n",
      "3653 done jpg\n",
      "3654 ./data//train_images/4599.png\n",
      "3654 done jpg\n",
      "3655 ./data//train_images/2328.png\n",
      "3655 done jpg\n",
      "3656 ./data//train_images/3220.png\n",
      "3656 done jpg\n",
      "3657 ./data//train_images/4389.png\n",
      "3657 done jpg\n",
      "3658 ./data//train_images/5024.png\n",
      "3658 done jpg\n",
      "3659 ./data//train_images/1687.png\n",
      "3659 done jpg\n",
      "3660 ./data//train_images/2054.png\n",
      "3660 done jpg\n",
      "3661 ./data//train_images/1671.png\n",
      "3661 done jpg\n",
      "3662 ./data//train_images/4647.png\n",
      "3662 done jpg\n",
      "3663 ./data//train_images/1441.png\n",
      "3663 done jpg\n",
      "3664 ./data//train_images/6536.png\n",
      "3664 done jpg\n",
      "3665 ./data//train_images/6739.png\n",
      "3665 done jpg\n",
      "3666 ./data//train_images/1891.png\n",
      "3666 done jpg\n",
      "3667 ./data//train_images/8425.png\n",
      "3667 done jpg\n",
      "3668 ./data//train_images/8897.png\n",
      "3668 done jpg\n",
      "3669 ./data//train_images/1960.png\n",
      "3669 done jpg\n",
      "3670 ./data//train_images/2094.png\n",
      "3670 done jpg\n",
      "3671 ./data//train_images/7475.png\n",
      "3671 done jpg\n",
      "3672 ./data//train_images/6972.png\n",
      "3672 done jpg\n",
      "3673 ./data//train_images/10253.png\n",
      "3673 done jpg\n",
      "3674 ./data//train_images/2148.png\n",
      "3674 done jpg\n",
      "3675 ./data//train_images/8458.png\n",
      "3675 done jpg\n",
      "3676 ./data//train_images/5376.png\n",
      "3676 done jpg\n",
      "3677 ./data//train_images/484.png\n",
      "3677 done jpg\n",
      "3678 ./data//train_images/615.png\n",
      "3678 done jpg\n",
      "3679 ./data//train_images/2537.png\n",
      "3679 done jpg\n",
      "3680 ./data//train_images/5244.png\n",
      "3680 done jpg\n",
      "3681 ./data//train_images/10026.png\n",
      "3681 done jpg\n",
      "3682 ./data//train_images/5394.png\n",
      "3682 done jpg\n",
      "3683 ./data//train_images/4984.png\n",
      "3683 done jpg\n",
      "3684 ./data//train_images/369.png\n",
      "3684 done jpg\n",
      "3685 ./data//train_images/5185.png\n",
      "3685 done jpg\n",
      "3686 ./data//train_images/3318.png\n",
      "3686 done jpg\n",
      "3687 ./data//train_images/996.png\n",
      "3687 done jpg\n",
      "3688 ./data//train_images/5866.png\n",
      "3688 done jpg\n",
      "3689 ./data//train_images/7149.png\n",
      "3689 done jpg\n",
      "3690 ./data//train_images/6911.png\n",
      "3690 done jpg\n",
      "3691 ./data//train_images/8269.png\n",
      "3691 done jpg\n",
      "3692 ./data//train_images/8369.png\n",
      "3692 done jpg\n",
      "3693 ./data//train_images/3540.png\n",
      "3693 done jpg\n",
      "3694 ./data//train_images/9122.png\n",
      "3694 done jpg\n",
      "3695 ./data//train_images/8959.png\n",
      "3695 done jpg\n",
      "3696 ./data//train_images/10120.png\n",
      "3696 done jpg\n",
      "3697 ./data//train_images/1064.png\n",
      "3697 done jpg\n",
      "3698 ./data//train_images/9358.png\n",
      "3698 done jpg\n",
      "3699 ./data//train_images/9656.png\n",
      "3699 done jpg\n",
      "3700 ./data//train_images/6011.png\n",
      "3700 done jpg\n",
      "3701 ./data//train_images/7232.png\n",
      "3701 done jpg\n",
      "3702 ./data//train_images/5396.png\n",
      "3702 done jpg\n",
      "3703 ./data//train_images/9268.png\n",
      "3703 done jpg\n",
      "3704 ./data//train_images/8615.png\n",
      "3704 done jpg\n",
      "3705 ./data//train_images/98.png\n",
      "3705 done jpg\n",
      "3706 ./data//train_images/2120.png\n",
      "3706 done jpg\n",
      "3707 ./data//train_images/1035.png\n",
      "3707 done jpg\n",
      "3708 ./data//train_images/1191.png\n",
      "3708 done jpg\n",
      "3709 ./data//train_images/1899.png\n",
      "3709 done jpg\n",
      "3710 ./data//train_images/7064.png\n",
      "3710 done jpg\n",
      "3711 ./data//train_images/9976.png\n",
      "3711 done jpg\n",
      "3712 ./data//train_images/10139.png\n",
      "3712 done jpg\n",
      "3713 ./data//train_images/2914.png\n",
      "3713 done jpg\n",
      "3714 ./data//train_images/6397.png\n",
      "3714 done jpg\n",
      "3715 ./data//train_images/7961.png\n",
      "3715 done jpg\n",
      "3716 ./data//train_images/6028.png\n",
      "3716 done jpg\n",
      "3717 ./data//train_images/8060.png\n",
      "3717 done jpg\n",
      "3718 ./data//train_images/7632.png\n",
      "3718 done jpg\n",
      "3719 ./data//train_images/6460.png\n",
      "3719 done jpg\n",
      "3720 ./data//train_images/9858.png\n",
      "3720 done jpg\n",
      "3721 ./data//train_images/3578.png\n",
      "3721 done jpg\n",
      "3722 ./data//train_images/5298.png\n",
      "3722 done jpg\n",
      "3723 ./data//train_images/1391.png\n",
      "3723 done jpg\n",
      "3724 ./data//train_images/2154.png\n",
      "3724 done jpg\n",
      "3725 ./data//train_images/9538.png\n",
      "3725 done jpg\n",
      "3726 ./data//train_images/7884.png\n",
      "3726 done jpg\n",
      "3727 ./data//train_images/1356.png\n",
      "3727 done jpg\n",
      "3728 ./data//train_images/6475.png\n",
      "3728 done jpg\n",
      "3729 ./data//train_images/9501.png\n",
      "3729 done jpg\n",
      "3730 ./data//train_images/6924.png\n",
      "3730 done jpg\n",
      "3731 ./data//train_images/3635.png\n",
      "3731 done jpg\n",
      "3732 ./data//train_images/6960.png\n",
      "3732 done jpg\n",
      "3733 ./data//train_images/5690.png\n",
      "3733 done jpg\n",
      "3734 ./data//train_images/9495.png\n",
      "3734 done jpg\n",
      "3735 ./data//train_images/931.png\n",
      "3735 done jpg\n",
      "3736 ./data//train_images/5999.png\n",
      "3736 done jpg\n",
      "3737 ./data//train_images/5397.png\n",
      "3737 done jpg\n",
      "3738 ./data//train_images/4726.png\n",
      "3738 done jpg\n",
      "3739 ./data//train_images/4076.png\n",
      "3739 done jpg\n",
      "3740 ./data//train_images/6013.png\n",
      "3740 done jpg\n",
      "3741 ./data//train_images/2005.png\n",
      "3741 done jpg\n",
      "3742 ./data//train_images/5247.png\n",
      "3742 done jpg\n",
      "3743 ./data//train_images/1079.png\n",
      "3743 done jpg\n",
      "3744 ./data//train_images/2595.png\n",
      "3744 done jpg\n",
      "3745 ./data//train_images/2982.png\n",
      "3745 done jpg\n",
      "3746 ./data//train_images/9606.png\n",
      "3746 done jpg\n",
      "3747 ./data//train_images/9594.png\n",
      "3747 done jpg\n",
      "3748 ./data//train_images/9602.png\n",
      "3748 done jpg\n",
      "3749 ./data//train_images/449.png\n",
      "3749 done jpg\n",
      "3750 ./data//train_images/396.png\n",
      "3750 done jpg\n",
      "3751 ./data//train_images/7664.png\n",
      "3751 done jpg\n",
      "3752 ./data//train_images/9203.png\n",
      "3752 done jpg\n",
      "3753 ./data//train_images/3011.png\n",
      "3753 done jpg\n",
      "3754 ./data//train_images/7755.png\n",
      "3754 done jpg\n",
      "3755 ./data//train_images/9053.png\n",
      "3755 done jpg\n",
      "3756 ./data//train_images/1962.png\n",
      "3756 done jpg\n",
      "3757 ./data//train_images/7069.png\n",
      "3757 done jpg\n",
      "3758 ./data//train_images/3394.png\n",
      "3758 done jpg\n",
      "3759 ./data//train_images/5426.png\n",
      "3759 done jpg\n",
      "3760 ./data//train_images/672.png\n",
      "3760 done jpg\n",
      "3761 ./data//train_images/6620.png\n",
      "3761 done jpg\n",
      "3762 ./data//train_images/3855.png\n",
      "3762 done jpg\n",
      "3763 ./data//train_images/596.png\n",
      "3763 done jpg\n",
      "3764 ./data//train_images/2892.png\n",
      "3764 done jpg\n",
      "3765 ./data//train_images/206.png\n",
      "3765 done jpg\n",
      "3766 ./data//train_images/5856.png\n",
      "3766 done jpg\n",
      "3767 ./data//train_images/6070.png\n",
      "3767 done jpg\n",
      "3768 ./data//train_images/62.png\n",
      "3768 done jpg\n",
      "3769 ./data//train_images/4920.png\n",
      "3769 done jpg\n",
      "3770 ./data//train_images/2327.png\n",
      "3770 done jpg\n",
      "3771 ./data//train_images/1401.png\n",
      "3771 done jpg\n",
      "3772 ./data//train_images/8094.png\n",
      "3772 done jpg\n",
      "3773 ./data//train_images/7757.png\n",
      "3773 done jpg\n",
      "3774 ./data//train_images/5799.png\n",
      "3774 done jpg\n",
      "3775 ./data//train_images/523.png\n",
      "3775 done jpg\n",
      "3776 ./data//train_images/3118.png\n",
      "3776 done jpg\n",
      "3777 ./data//train_images/1576.png\n",
      "3777 done jpg\n",
      "3778 ./data//train_images/2919.png\n",
      "3778 done jpg\n",
      "3779 ./data//train_images/9882.png\n",
      "3779 done jpg\n",
      "3780 ./data//train_images/6552.png\n",
      "3780 done jpg\n",
      "3781 ./data//train_images/4715.png\n",
      "3781 done jpg\n",
      "3782 ./data//train_images/9545.png\n",
      "3782 done jpg\n",
      "3783 ./data//train_images/72.png\n",
      "3783 done jpg\n",
      "3784 ./data//train_images/8825.png\n",
      "3784 done jpg\n",
      "3785 ./data//train_images/40.png\n",
      "3785 done jpg\n",
      "3786 ./data//train_images/5033.png\n",
      "3786 done jpg\n",
      "3787 ./data//train_images/9226.png\n",
      "3787 done jpg\n",
      "3788 ./data//train_images/6538.png\n",
      "3788 done jpg\n",
      "3789 ./data//train_images/3180.png\n",
      "3789 done jpg\n",
      "3790 ./data//train_images/3993.png\n",
      "3790 done jpg\n",
      "3791 ./data//train_images/5726.png\n",
      "3791 done jpg\n",
      "3792 ./data//train_images/7356.png\n",
      "3792 done jpg\n",
      "3793 ./data//train_images/5188.png\n",
      "3793 done jpg\n",
      "3794 ./data//train_images/9435.png\n",
      "3794 done jpg\n",
      "3795 ./data//train_images/3465.png\n",
      "3795 done jpg\n",
      "3796 ./data//train_images/52.png\n",
      "3796 done jpg\n",
      "3797 ./data//train_images/1359.png\n",
      "3797 done jpg\n",
      "3798 ./data//train_images/212.png\n",
      "3798 done jpg\n",
      "3799 ./data//train_images/1113.png\n",
      "3799 done jpg\n",
      "3800 ./data//train_images/8802.png\n",
      "3800 done jpg\n",
      "3801 ./data//train_images/8874.png\n",
      "3801 done jpg\n",
      "3802 ./data//train_images/3418.png\n",
      "3802 done jpg\n",
      "3803 ./data//train_images/10541.png\n",
      "3803 done jpg\n",
      "3804 ./data//train_images/5339.png\n",
      "3804 done jpg\n",
      "3805 ./data//train_images/6602.png\n",
      "3805 done jpg\n",
      "3806 ./data//train_images/1434.png\n",
      "3806 done jpg\n",
      "3807 ./data//train_images/2358.png\n",
      "3807 done jpg\n",
      "3808 ./data//train_images/4207.png\n",
      "3808 done jpg\n",
      "3809 ./data//train_images/4997.png\n",
      "3809 done jpg\n",
      "3810 ./data//train_images/691.png\n",
      "3810 done jpg\n",
      "3811 ./data//train_images/697.png\n",
      "3811 done jpg\n",
      "3812 ./data//train_images/5774.png\n",
      "3812 done jpg\n",
      "3813 ./data//train_images/4713.png\n",
      "3813 done jpg\n",
      "3814 ./data//train_images/8758.png\n",
      "3814 done jpg\n",
      "3815 ./data//train_images/5859.png\n",
      "3815 done jpg\n",
      "3816 ./data//train_images/1736.png\n",
      "3816 done jpg\n",
      "3817 ./data//train_images/2459.png\n",
      "3817 done jpg\n",
      "3818 ./data//train_images/8738.png\n",
      "3818 done jpg\n",
      "3819 ./data//train_images/8287.png\n",
      "3819 done jpg\n",
      "3820 ./data//train_images/7876.png\n",
      "3820 done jpg\n",
      "3821 ./data//train_images/1969.png\n",
      "3821 done jpg\n",
      "3822 ./data//train_images/834.png\n",
      "3822 done jpg\n",
      "3823 ./data//train_images/5360.png\n",
      "3823 done jpg\n",
      "3824 ./data//train_images/9586.png\n",
      "3824 done jpg\n",
      "3825 ./data//train_images/5227.png\n",
      "3825 done jpg\n",
      "3826 ./data//train_images/1176.png\n",
      "3826 done jpg\n",
      "3827 ./data//train_images/9408.png\n",
      "3827 done jpg\n",
      "3828 ./data//train_images/509.png\n",
      "3828 done jpg\n",
      "3829 ./data//train_images/2903.png\n",
      "3829 done jpg\n",
      "3830 ./data//train_images/8020.png\n",
      "3830 done jpg\n",
      "3831 ./data//train_images/4246.png\n",
      "3831 done jpg\n",
      "3832 ./data//train_images/6709.png\n",
      "3832 done jpg\n",
      "3833 ./data//train_images/2696.png\n",
      "3833 done jpg\n",
      "3834 ./data//train_images/9959.png\n",
      "3834 done jpg\n",
      "3835 ./data//train_images/5531.png\n",
      "3835 done jpg\n",
      "3836 ./data//train_images/5825.png\n",
      "3836 done jpg\n",
      "3837 ./data//train_images/8033.png\n",
      "3837 done jpg\n",
      "3838 ./data//train_images/9581.png\n",
      "3838 done jpg\n",
      "3839 ./data//train_images/10125.png\n",
      "3839 done jpg\n",
      "3840 ./data//train_images/1032.png\n",
      "3840 done jpg\n",
      "3841 ./data//train_images/4829.png\n",
      "3841 done jpg\n",
      "3842 ./data//train_images/655.png\n",
      "3842 done jpg\n",
      "3843 ./data//train_images/3591.png\n",
      "3843 done jpg\n",
      "3844 ./data//train_images/1557.png\n",
      "3844 done jpg\n",
      "3845 ./data//train_images/9587.png\n",
      "3845 done jpg\n",
      "3846 ./data//train_images/7158.png\n",
      "3846 done jpg\n",
      "3847 ./data//train_images/710.png\n",
      "3847 done jpg\n",
      "3848 ./data//train_images/3434.png\n",
      "3848 done jpg\n",
      "3849 ./data//train_images/1517.png\n",
      "3849 done jpg\n",
      "3850 ./data//train_images/2559.png\n",
      "3850 done jpg\n",
      "3851 ./data//train_images/1227.png\n",
      "3851 done jpg\n",
      "3852 ./data//train_images/1555.png\n",
      "3852 done jpg\n",
      "3853 ./data//train_images/328.png\n",
      "3853 done jpg\n",
      "3854 ./data//train_images/7704.png\n",
      "3854 done jpg\n",
      "3855 ./data//train_images/2178.png\n",
      "3855 done jpg\n",
      "3856 ./data//train_images/7256.png\n",
      "3856 done jpg\n",
      "3857 ./data//train_images/3804.png\n",
      "3857 done jpg\n",
      "3858 ./data//train_images/9753.png\n",
      "3858 done jpg\n",
      "3859 ./data//train_images/4531.png\n",
      "3859 done jpg\n",
      "3860 ./data//train_images/71.png\n",
      "3860 done jpg\n",
      "3861 ./data//train_images/5705.png\n",
      "3861 done jpg\n",
      "3862 ./data//train_images/9380.png\n",
      "3862 done jpg\n",
      "3863 ./data//train_images/1726.png\n",
      "3863 done jpg\n",
      "3864 ./data//train_images/6765.png\n",
      "3864 done jpg\n",
      "3865 ./data//train_images/4913.png\n",
      "3865 done jpg\n",
      "3866 ./data//train_images/9156.png\n",
      "3866 done jpg\n",
      "3867 ./data//train_images/10315.png\n",
      "3867 done jpg\n",
      "3868 ./data//train_images/3022.png\n",
      "3868 done jpg\n",
      "3869 ./data//train_images/1903.png\n",
      "3869 done jpg\n",
      "3870 ./data//train_images/7129.png\n",
      "3870 done jpg\n",
      "3871 ./data//train_images/8943.png\n",
      "3871 done jpg\n",
      "3872 ./data//train_images/6800.png\n",
      "3872 done jpg\n",
      "3873 ./data//train_images/4048.png\n",
      "3873 done jpg\n",
      "3874 ./data//train_images/2966.png\n",
      "3874 done jpg\n",
      "3875 ./data//train_images/1906.png\n",
      "3875 done jpg\n",
      "3876 ./data//train_images/10514.png\n",
      "3876 done jpg\n",
      "3877 ./data//train_images/3185.png\n",
      "3877 done jpg\n",
      "3878 ./data//train_images/8981.png\n",
      "3878 done jpg\n",
      "3879 ./data//train_images/6585.png\n",
      "3879 done jpg\n",
      "3880 ./data//train_images/403.png\n",
      "3880 done jpg\n",
      "3881 ./data//train_images/7690.png\n",
      "3881 done jpg\n",
      "3882 ./data//train_images/7584.png\n",
      "3882 done jpg\n",
      "3883 ./data//train_images/56.png\n",
      "3883 done jpg\n",
      "3884 ./data//train_images/7820.png\n",
      "3884 done jpg\n",
      "3885 ./data//train_images/10565.png\n",
      "3885 done jpg\n",
      "3886 ./data//train_images/6701.png\n",
      "3886 done jpg\n",
      "3887 ./data//train_images/7879.png\n",
      "3887 done jpg\n",
      "3888 ./data//train_images/7347.png\n",
      "3888 done jpg\n",
      "3889 ./data//train_images/3217.png\n",
      "3889 done jpg\n",
      "3890 ./data//train_images/7931.png\n",
      "3890 done jpg\n",
      "3891 ./data//train_images/10414.png\n",
      "3891 done jpg\n",
      "3892 ./data//train_images/8618.png\n",
      "3892 done jpg\n",
      "3893 ./data//train_images/5678.png\n",
      "3893 done jpg\n",
      "3894 ./data//train_images/9034.png\n",
      "3894 done jpg\n",
      "3895 ./data//train_images/8256.png\n",
      "3895 done jpg\n",
      "3896 ./data//train_images/1015.png\n",
      "3896 done jpg\n",
      "3897 ./data//train_images/1930.png\n",
      "3897 done jpg\n",
      "3898 ./data//train_images/7364.png\n",
      "3898 done jpg\n",
      "3899 ./data//train_images/5252.png\n",
      "3899 done jpg\n",
      "3900 ./data//train_images/5942.png\n",
      "3900 done jpg\n",
      "3901 ./data//train_images/10188.png\n",
      "3901 done jpg\n",
      "3902 ./data//train_images/137.png\n",
      "3902 done jpg\n",
      "3903 ./data//train_images/9605.png\n",
      "3903 done jpg\n",
      "3904 ./data//train_images/8939.png\n",
      "3904 done jpg\n",
      "3905 ./data//train_images/2280.png\n",
      "3905 done jpg\n",
      "3906 ./data//train_images/7148.png\n",
      "3906 done jpg\n",
      "3907 ./data//train_images/10220.png\n",
      "3907 done jpg\n",
      "3908 ./data//train_images/4513.png\n",
      "3908 done jpg\n",
      "3909 ./data//train_images/2413.png\n",
      "3909 done jpg\n",
      "3910 ./data//train_images/7836.png\n",
      "3910 done jpg\n",
      "3911 ./data//train_images/10285.png\n",
      "3911 done jpg\n",
      "3912 ./data//train_images/6368.png\n",
      "3912 done jpg\n",
      "3913 ./data//train_images/1261.png\n",
      "3913 done jpg\n",
      "3914 ./data//train_images/3495.png\n",
      "3914 done jpg\n",
      "3915 ./data//train_images/3608.png\n",
      "3915 done jpg\n",
      "3916 ./data//train_images/4119.png\n",
      "3916 done jpg\n",
      "3917 ./data//train_images/5749.png\n",
      "3917 done jpg\n",
      "3918 ./data//train_images/8869.png\n",
      "3918 done jpg\n",
      "3919 ./data//train_images/4849.png\n",
      "3919 done jpg\n",
      "3920 ./data//train_images/1539.png\n",
      "3920 done jpg\n",
      "3921 ./data//train_images/8582.png\n",
      "3921 done jpg\n",
      "3922 ./data//train_images/3150.png\n",
      "3922 done jpg\n",
      "3923 ./data//train_images/936.png\n",
      "3923 done jpg\n",
      "3924 ./data//train_images/6666.png\n",
      "3924 done jpg\n",
      "3925 ./data//train_images/6379.png\n",
      "3925 done jpg\n",
      "3926 ./data//train_images/3280.png\n",
      "3926 done jpg\n",
      "3927 ./data//train_images/7541.png\n",
      "3927 done jpg\n",
      "3928 ./data//train_images/3852.png\n",
      "3928 done jpg\n",
      "3929 ./data//train_images/3293.png\n",
      "3929 done jpg\n",
      "3930 ./data//train_images/4691.png\n",
      "3930 done jpg\n",
      "3931 ./data//train_images/3714.png\n",
      "3931 done jpg\n",
      "3932 ./data//train_images/4942.png\n",
      "3932 done jpg\n",
      "3933 ./data//train_images/6583.png\n",
      "3933 done jpg\n",
      "3934 ./data//train_images/4514.png\n",
      "3934 done jpg\n",
      "3935 ./data//train_images/3739.png\n",
      "3935 done jpg\n",
      "3936 ./data//train_images/5133.png\n",
      "3936 done jpg\n",
      "3937 ./data//train_images/5830.png\n",
      "3937 done jpg\n",
      "3938 ./data//train_images/4748.png\n",
      "3938 done jpg\n",
      "3939 ./data//train_images/8612.png\n",
      "3939 done jpg\n",
      "3940 ./data//train_images/5068.png\n",
      "3940 done jpg\n",
      "3941 ./data//train_images/4978.png\n",
      "3941 done jpg\n",
      "3942 ./data//train_images/5555.png\n",
      "3942 done jpg\n",
      "3943 ./data//train_images/2730.png\n",
      "3943 done jpg\n",
      "3944 ./data//train_images/1742.png\n",
      "3944 done jpg\n",
      "3945 ./data//train_images/7573.png\n",
      "3945 done jpg\n",
      "3946 ./data//train_images/3286.png\n",
      "3946 done jpg\n",
      "3947 ./data//train_images/2766.png\n",
      "3947 done jpg\n",
      "3948 ./data//train_images/8485.png\n",
      "3948 done jpg\n",
      "3949 ./data//train_images/7900.png\n",
      "3949 done jpg\n",
      "3950 ./data//train_images/3939.png\n",
      "3950 done jpg\n",
      "3951 ./data//train_images/756.png\n",
      "3951 done jpg\n",
      "3952 ./data//train_images/9041.png\n",
      "3952 done jpg\n",
      "3953 ./data//train_images/3702.png\n",
      "3953 done jpg\n",
      "3954 ./data//train_images/4667.png\n",
      "3954 done jpg\n",
      "3955 ./data//train_images/2436.png\n",
      "3955 done jpg\n",
      "3956 ./data//train_images/6175.png\n",
      "3956 done jpg\n",
      "3957 ./data//train_images/4965.png\n",
      "3957 done jpg\n",
      "3958 ./data//train_images/8570.png\n",
      "3958 done jpg\n",
      "3959 ./data//train_images/2746.png\n",
      "3959 done jpg\n",
      "3960 ./data//train_images/8121.png\n",
      "3960 done jpg\n",
      "3961 ./data//train_images/2247.png\n",
      "3961 done jpg\n",
      "3962 ./data//train_images/8666.png\n",
      "3962 done jpg\n",
      "3963 ./data//train_images/8014.png\n",
      "3963 done jpg\n",
      "3964 ./data//train_images/134.png\n",
      "3964 done jpg\n",
      "3965 ./data//train_images/3461.png\n",
      "3965 done jpg\n",
      "3966 ./data//train_images/9116.png\n",
      "3966 done jpg\n",
      "3967 ./data//train_images/5276.png\n",
      "3967 done jpg\n",
      "3968 ./data//train_images/1398.png\n",
      "3968 done jpg\n",
      "3969 ./data//train_images/7849.png\n",
      "3969 done jpg\n",
      "3970 ./data//train_images/3252.png\n",
      "3970 done jpg\n",
      "3971 ./data//train_images/8113.png\n",
      "3971 done jpg\n",
      "3972 ./data//train_images/9014.png\n",
      "3972 done jpg\n",
      "3973 ./data//train_images/9310.png\n",
      "3973 done jpg\n",
      "3974 ./data//train_images/1860.png\n",
      "3974 done jpg\n",
      "3975 ./data//train_images/2960.png\n",
      "3975 done jpg\n",
      "3976 ./data//train_images/5419.png\n",
      "3976 done jpg\n",
      "3977 ./data//train_images/6730.png\n",
      "3977 done jpg\n",
      "3978 ./data//train_images/808.png\n",
      "3978 done jpg\n",
      "3979 ./data//train_images/9712.png\n",
      "3979 done jpg\n",
      "3980 ./data//train_images/6817.png\n",
      "3980 done jpg\n",
      "3981 ./data//train_images/2444.png\n",
      "3981 done jpg\n",
      "3982 ./data//train_images/3273.png\n",
      "3982 done jpg\n",
      "3983 ./data//train_images/9154.png\n",
      "3983 done jpg\n",
      "3984 ./data//train_images/10400.png\n",
      "3984 done jpg\n",
      "3985 ./data//train_images/6665.png\n",
      "3985 done jpg\n",
      "3986 ./data//train_images/9955.png\n",
      "3986 done jpg\n",
      "3987 ./data//train_images/7855.png\n",
      "3987 done jpg\n",
      "3988 ./data//train_images/789.png\n",
      "3988 done jpg\n",
      "3989 ./data//train_images/5929.png\n",
      "3989 done jpg\n",
      "3990 ./data//train_images/9668.png\n",
      "3990 done jpg\n",
      "3991 ./data//train_images/3581.png\n",
      "3991 done jpg\n",
      "3992 ./data//train_images/1680.png\n",
      "3992 done jpg\n",
      "3993 ./data//train_images/9770.png\n",
      "3993 done jpg\n",
      "3994 ./data//train_images/3594.png\n",
      "3994 done jpg\n",
      "3995 ./data//train_images/3174.png\n",
      "3995 done jpg\n",
      "3996 ./data//train_images/6463.png\n",
      "3996 done jpg\n",
      "3997 ./data//train_images/337.png\n",
      "3997 done jpg\n",
      "3998 ./data//train_images/1523.png\n",
      "3998 done jpg\n",
      "3999 ./data//train_images/7499.png\n",
      "3999 done jpg\n",
      "4000 ./data//train_images/6867.png\n",
      "4000 done jpg\n",
      "4001 ./data//train_images/1308.png\n",
      "4001 done jpg\n",
      "4002 ./data//train_images/937.png\n",
      "4002 done jpg\n",
      "4003 ./data//train_images/1395.png\n",
      "4003 done jpg\n",
      "4004 ./data//train_images/5719.png\n",
      "4004 done jpg\n",
      "4005 ./data//train_images/3654.png\n",
      "4005 done jpg\n",
      "4006 ./data//train_images/4052.png\n",
      "4006 done jpg\n",
      "4007 ./data//train_images/8502.png\n",
      "4007 done jpg\n",
      "4008 ./data//train_images/10187.png\n",
      "4008 done jpg\n",
      "4009 ./data//train_images/10343.png\n",
      "4009 done jpg\n",
      "4010 ./data//train_images/9238.png\n",
      "4010 done jpg\n",
      "4011 ./data//train_images/868.png\n",
      "4011 done jpg\n",
      "4012 ./data//train_images/3205.png\n",
      "4012 done jpg\n",
      "4013 ./data//train_images/1342.png\n",
      "4013 done jpg\n",
      "4014 ./data//train_images/2649.png\n",
      "4014 done jpg\n",
      "4015 ./data//train_images/9795.png\n",
      "4015 done jpg\n",
      "4016 ./data//train_images/9181.png\n",
      "4016 done jpg\n",
      "4017 ./data//train_images/7359.png\n",
      "4017 done jpg\n",
      "4018 ./data//train_images/8689.png\n",
      "4018 done jpg\n",
      "4019 ./data//train_images/6136.png\n",
      "4019 done jpg\n",
      "4020 ./data//train_images/6359.png\n",
      "4020 done jpg\n",
      "4021 ./data//train_images/3514.png\n",
      "4021 done jpg\n",
      "4022 ./data//train_images/6328.png\n",
      "4022 done jpg\n",
      "4023 ./data//train_images/51.png\n",
      "4023 done jpg\n",
      "4024 ./data//train_images/5888.png\n",
      "4024 done jpg\n",
      "4025 ./data//train_images/1521.png\n",
      "4025 done jpg\n",
      "4026 ./data//train_images/2216.png\n",
      "4026 done jpg\n",
      "4027 ./data//train_images/4872.png\n",
      "4027 done jpg\n",
      "4028 ./data//train_images/437.png\n",
      "4028 done jpg\n",
      "4029 ./data//train_images/6757.png\n",
      "4029 done jpg\n",
      "4030 ./data//train_images/4471.png\n",
      "4030 done jpg\n",
      "4031 ./data//train_images/10170.png\n",
      "4031 done jpg\n",
      "4032 ./data//train_images/1447.png\n",
      "4032 done jpg\n",
      "4033 ./data//train_images/4869.png\n",
      "4033 done jpg\n",
      "4034 ./data//train_images/10274.png\n",
      "4034 done jpg\n",
      "4035 ./data//train_images/397.png\n",
      "4035 done jpg\n",
      "4036 ./data//train_images/8238.png\n",
      "4036 done jpg\n",
      "4037 ./data//train_images/1258.png\n",
      "4037 done jpg\n",
      "4038 ./data//train_images/5862.png\n",
      "4038 done jpg\n",
      "4039 ./data//train_images/9223.png\n",
      "4039 done jpg\n",
      "4040 ./data//train_images/2237.png\n",
      "4040 done jpg\n",
      "4041 ./data//train_images/7199.png\n",
      "4041 done jpg\n",
      "4042 ./data//train_images/6367.png\n",
      "4042 done jpg\n",
      "4043 ./data//train_images/8710.png\n",
      "4043 done jpg\n",
      "4044 ./data//train_images/2777.png\n",
      "4044 done jpg\n",
      "4045 ./data//train_images/1368.png\n",
      "4045 done jpg\n",
      "4046 ./data//train_images/4974.png\n",
      "4046 done jpg\n",
      "4047 ./data//train_images/3962.png\n",
      "4047 done jpg\n",
      "4048 ./data//train_images/2448.png\n",
      "4048 done jpg\n",
      "4049 ./data//train_images/7919.png\n",
      "4049 done jpg\n",
      "4050 ./data//train_images/7040.png\n",
      "4050 done jpg\n",
      "4051 ./data//train_images/6524.png\n",
      "4051 done jpg\n",
      "4052 ./data//train_images/8567.png\n",
      "4052 done jpg\n",
      "4053 ./data//train_images/8157.png\n",
      "4053 done jpg\n",
      "4054 ./data//train_images/6938.png\n",
      "4054 done jpg\n",
      "4055 ./data//train_images/7828.png\n",
      "4055 done jpg\n",
      "4056 ./data//train_images/10268.png\n",
      "4056 done jpg\n",
      "4057 ./data//train_images/7498.png\n",
      "4057 done jpg\n",
      "4058 ./data//train_images/988.png\n",
      "4058 done jpg\n",
      "4059 ./data//train_images/9002.png\n",
      "4059 done jpg\n",
      "4060 ./data//train_images/1403.png\n",
      "4060 done jpg\n",
      "4061 ./data//train_images/9532.png\n",
      "4061 done jpg\n",
      "4062 ./data//train_images/8718.png\n",
      "4062 done jpg\n",
      "4063 ./data//train_images/3897.png\n",
      "4063 done jpg\n",
      "4064 ./data//train_images/8240.png\n",
      "4064 done jpg\n",
      "4065 ./data//train_images/4297.png\n",
      "4065 done jpg\n",
      "4066 ./data//train_images/4054.png\n",
      "4066 done jpg\n",
      "4067 ./data//train_images/2935.png\n",
      "4067 done jpg\n",
      "4068 ./data//train_images/4870.png\n",
      "4068 done jpg\n",
      "4069 ./data//train_images/5029.png\n",
      "4069 done jpg\n",
      "4070 ./data//train_images/8619.png\n",
      "4070 done jpg\n",
      "4071 ./data//train_images/4751.png\n",
      "4071 done jpg\n",
      "4072 ./data//train_images/223.png\n",
      "4072 done jpg\n",
      "4073 ./data//train_images/1655.png\n",
      "4073 done jpg\n",
      "4074 ./data//train_images/2624.png\n",
      "4074 done jpg\n",
      "4075 ./data//train_images/3567.png\n",
      "4075 done jpg\n",
      "4076 ./data//train_images/6141.png\n",
      "4076 done jpg\n",
      "4077 ./data//train_images/9025.png\n",
      "4077 done jpg\n",
      "4078 ./data//train_images/3706.png\n",
      "4078 done jpg\n",
      "4079 ./data//train_images/2462.png\n",
      "4079 done jpg\n",
      "4080 ./data//train_images/10257.png\n",
      "4080 done jpg\n",
      "4081 ./data//train_images/6734.png\n",
      "4081 done jpg\n",
      "4082 ./data//train_images/9132.png\n",
      "4082 done jpg\n",
      "4083 ./data//train_images/8861.png\n",
      "4083 done jpg\n",
      "4084 ./data//train_images/2585.png\n",
      "4084 done jpg\n",
      "4085 ./data//train_images/10307.png\n",
      "4085 done jpg\n",
      "4086 ./data//train_images/3226.png\n",
      "4086 done jpg\n",
      "4087 ./data//train_images/6338.png\n",
      "4087 done jpg\n",
      "4088 ./data//train_images/5117.png\n",
      "4088 done jpg\n",
      "4089 ./data//train_images/1073.png\n",
      "4089 done jpg\n",
      "4090 ./data//train_images/6108.png\n",
      "4090 done jpg\n",
      "4091 ./data//train_images/8631.png\n",
      "4091 done jpg\n",
      "4092 ./data//train_images/5466.png\n",
      "4092 done jpg\n",
      "4093 ./data//train_images/959.png\n",
      "4093 done jpg\n",
      "4094 ./data//train_images/2868.png\n",
      "4094 done jpg\n",
      "4095 ./data//train_images/6251.png\n",
      "4095 done jpg\n",
      "4096 ./data//train_images/3985.png\n",
      "4096 done jpg\n",
      "4097 ./data//train_images/2789.png\n",
      "4097 done jpg\n",
      "4098 ./data//train_images/8366.png\n",
      "4098 done jpg\n",
      "4099 ./data//train_images/3760.png\n",
      "4099 done jpg\n",
      "4100 ./data//train_images/2424.png\n",
      "4100 done jpg\n",
      "4101 ./data//train_images/6697.png\n",
      "4101 done jpg\n",
      "4102 ./data//train_images/9502.png\n",
      "4102 done jpg\n",
      "4103 ./data//train_images/10010.png\n",
      "4103 done jpg\n",
      "4104 ./data//train_images/10336.png\n",
      "4104 done jpg\n",
      "4105 ./data//train_images/1875.png\n",
      "4105 done jpg\n",
      "4106 ./data//train_images/4536.png\n",
      "4106 done jpg\n",
      "4107 ./data//train_images/2199.png\n",
      "4107 done jpg\n",
      "4108 ./data//train_images/8790.png\n",
      "4108 done jpg\n",
      "4109 ./data//train_images/103.png\n",
      "4109 done jpg\n",
      "4110 ./data//train_images/9198.png\n",
      "4110 done jpg\n",
      "4111 ./data//train_images/3797.png\n",
      "4111 done jpg\n",
      "4112 ./data//train_images/9426.png\n",
      "4112 done jpg\n",
      "4113 ./data//train_images/8980.png\n",
      "4113 done jpg\n",
      "4114 ./data//train_images/5838.png\n",
      "4114 done jpg\n",
      "4115 ./data//train_images/8260.png\n",
      "4115 done jpg\n",
      "4116 ./data//train_images/238.png\n",
      "4116 done jpg\n",
      "4117 ./data//train_images/3765.png\n",
      "4117 done jpg\n",
      "4118 ./data//train_images/5950.png\n",
      "4118 done jpg\n",
      "4119 ./data//train_images/5009.png\n",
      "4119 done jpg\n",
      "4120 ./data//train_images/481.png\n",
      "4120 done jpg\n",
      "4121 ./data//train_images/6784.png\n",
      "4121 done jpg\n",
      "4122 ./data//train_images/7119.png\n",
      "4122 done jpg\n",
      "4123 ./data//train_images/9739.png\n",
      "4123 done jpg\n",
      "4124 ./data//train_images/2906.png\n",
      "4124 done jpg\n",
      "4125 ./data//train_images/8936.png\n",
      "4125 done jpg\n",
      "4126 ./data//train_images/3811.png\n",
      "4126 done jpg\n",
      "4127 ./data//train_images/7832.png\n",
      "4127 done jpg\n",
      "4128 ./data//train_images/5528.png\n",
      "4128 done jpg\n",
      "4129 ./data//train_images/1610.png\n",
      "4129 done jpg\n",
      "4130 ./data//train_images/1866.png\n",
      "4130 done jpg\n",
      "4131 ./data//train_images/471.png\n",
      "4131 done jpg\n",
      "4132 ./data//train_images/73.png\n",
      "4132 done jpg\n",
      "4133 ./data//train_images/3856.png\n",
      "4133 done jpg\n",
      "4134 ./data//train_images/7615.png\n",
      "4134 done jpg\n",
      "4135 ./data//train_images/571.png\n",
      "4135 done jpg\n",
      "4136 ./data//train_images/2084.png\n",
      "4136 done jpg\n",
      "4137 ./data//train_images/5099.png\n",
      "4137 done jpg\n",
      "4138 ./data//train_images/6517.png\n",
      "4138 done jpg\n",
      "4139 ./data//train_images/9992.png\n",
      "4139 done jpg\n",
      "4140 ./data//train_images/3278.png\n",
      "4140 done jpg\n",
      "4141 ./data//train_images/35.png\n",
      "4141 done jpg\n",
      "4142 ./data//train_images/4136.png\n",
      "4142 done jpg\n",
      "4143 ./data//train_images/1480.png\n",
      "4143 done jpg\n",
      "4144 ./data//train_images/3227.png\n",
      "4144 done jpg\n",
      "4145 ./data//train_images/5065.png\n",
      "4145 done jpg\n",
      "4146 ./data//train_images/9819.png\n",
      "4146 done jpg\n",
      "4147 ./data//train_images/5943.png\n",
      "4147 done jpg\n",
      "4148 ./data//train_images/4680.png\n",
      "4148 done jpg\n",
      "4149 ./data//train_images/5900.png\n",
      "4149 done jpg\n",
      "4150 ./data//train_images/6959.png\n",
      "4150 done jpg\n",
      "4151 ./data//train_images/8491.png\n",
      "4151 done jpg\n",
      "4152 ./data//train_images/3522.png\n",
      "4152 done jpg\n",
      "4153 ./data//train_images/3770.png\n",
      "4153 done jpg\n",
      "4154 ./data//train_images/2744.png\n",
      "4154 done jpg\n",
      "4155 ./data//train_images/9054.png\n",
      "4155 done jpg\n",
      "4156 ./data//train_images/7159.png\n",
      "4156 done jpg\n",
      "4157 ./data//train_images/6576.png\n",
      "4157 done jpg\n",
      "4158 ./data//train_images/9384.png\n",
      "4158 done jpg\n",
      "4159 ./data//train_images/7553.png\n",
      "4159 done jpg\n",
      "4160 ./data//train_images/8102.png\n",
      "4160 done jpg\n",
      "4161 ./data//train_images/10364.png\n",
      "4161 done jpg\n",
      "4162 ./data//train_images/3395.png\n",
      "4162 done jpg\n",
      "4163 ./data//train_images/4031.png\n",
      "4163 done jpg\n",
      "4164 ./data//train_images/9081.png\n",
      "4164 done jpg\n",
      "4165 ./data//train_images/148.png\n",
      "4165 done jpg\n",
      "4166 ./data//train_images/4458.png\n",
      "4166 done jpg\n",
      "4167 ./data//train_images/1379.png\n",
      "4167 done jpg\n",
      "4168 ./data//train_images/6347.png\n",
      "4168 done jpg\n",
      "4169 ./data//train_images/1141.png\n",
      "4169 done jpg\n",
      "4170 ./data//train_images/245.png\n",
      "4170 done jpg\n",
      "4171 ./data//train_images/2394.png\n",
      "4171 done jpg\n",
      "4172 ./data//train_images/6581.png\n",
      "4172 done jpg\n",
      "4173 ./data//train_images/568.png\n",
      "4173 done jpg\n",
      "4174 ./data//train_images/3803.png\n",
      "4174 done jpg\n",
      "4175 ./data//train_images/5025.png\n",
      "4175 done jpg\n",
      "4176 ./data//train_images/2278.png\n",
      "4176 done jpg\n",
      "4177 ./data//train_images/7098.png\n",
      "4177 done jpg\n",
      "4178 ./data//train_images/5163.png\n",
      "4178 done jpg\n",
      "4179 ./data//train_images/1740.png\n",
      "4179 done jpg\n",
      "4180 ./data//train_images/10143.png\n",
      "4180 done jpg\n",
      "4181 ./data//train_images/5319.png\n",
      "4181 done jpg\n",
      "4182 ./data//train_images/9314.png\n",
      "4182 done jpg\n",
      "4183 ./data//train_images/9001.png\n",
      "4183 done jpg\n",
      "4184 ./data//train_images/8401.png\n",
      "4184 done jpg\n",
      "4185 ./data//train_images/5041.png\n",
      "4185 done jpg\n",
      "4186 ./data//train_images/3139.png\n",
      "4186 done jpg\n",
      "4187 ./data//train_images/8607.png\n",
      "4187 done jpg\n",
      "4188 ./data//train_images/5324.png\n",
      "4188 done jpg\n",
      "4189 ./data//train_images/4763.png\n",
      "4189 done jpg\n",
      "4190 ./data//train_images/4823.png\n",
      "4190 done jpg\n",
      "4191 ./data//train_images/10212.png\n",
      "4191 done jpg\n",
      "4192 ./data//train_images/4915.png\n",
      "4192 done jpg\n",
      "4193 ./data//train_images/6751.png\n",
      "4193 done jpg\n",
      "4194 ./data//train_images/7303.png\n",
      "4194 done jpg\n",
      "4195 ./data//train_images/7109.png\n",
      "4195 done jpg\n",
      "4196 ./data//train_images/9432.png\n",
      "4196 done jpg\n",
      "4197 ./data//train_images/2293.png\n",
      "4197 done jpg\n",
      "4198 ./data//train_images/10184.png\n",
      "4198 done jpg\n",
      "4199 ./data//train_images/392.png\n",
      "4199 done jpg\n",
      "4200 ./data//train_images/5206.png\n",
      "4200 done jpg\n",
      "4201 ./data//train_images/4256.png\n",
      "4201 done jpg\n",
      "4202 ./data//train_images/6214.png\n",
      "4202 done jpg\n",
      "4203 ./data//train_images/9396.png\n",
      "4203 done jpg\n",
      "4204 ./data//train_images/6891.png\n",
      "4204 done jpg\n",
      "4205 ./data//train_images/9251.png\n",
      "4205 done jpg\n",
      "4206 ./data//train_images/9464.png\n",
      "4206 done jpg\n",
      "4207 ./data//train_images/4767.png\n",
      "4207 done jpg\n",
      "4208 ./data//train_images/5492.png\n",
      "4208 done jpg\n",
      "4209 ./data//train_images/3677.png\n",
      "4209 done jpg\n",
      "4210 ./data//train_images/3874.png\n",
      "4210 done jpg\n",
      "4211 ./data//train_images/4550.png\n",
      "4211 done jpg\n",
      "4212 ./data//train_images/8909.png\n",
      "4212 done jpg\n",
      "4213 ./data//train_images/9978.png\n",
      "4213 done jpg\n",
      "4214 ./data//train_images/4088.png\n",
      "4214 done jpg\n",
      "4215 ./data//train_images/930.png\n",
      "4215 done jpg\n",
      "4216 ./data//train_images/6908.png\n",
      "4216 done jpg\n",
      "4217 ./data//train_images/145.png\n",
      "4217 done jpg\n",
      "4218 ./data//train_images/7557.png\n",
      "4218 done jpg\n",
      "4219 ./data//train_images/5059.png\n",
      "4219 done jpg\n",
      "4220 ./data//train_images/4060.png\n",
      "4220 done jpg\n",
      "4221 ./data//train_images/1350.png\n",
      "4221 done jpg\n",
      "4222 ./data//train_images/4558.png\n",
      "4222 done jpg\n",
      "4223 ./data//train_images/6427.png\n",
      "4223 done jpg\n",
      "4224 ./data//train_images/4461.png\n",
      "4224 done jpg\n",
      "4225 ./data//train_images/3049.png\n",
      "4225 done jpg\n",
      "4226 ./data//train_images/5435.png\n",
      "4226 done jpg\n",
      "4227 ./data//train_images/8743.png\n",
      "4227 done jpg\n",
      "4228 ./data//train_images/1806.png\n",
      "4228 done jpg\n",
      "4229 ./data//train_images/9634.png\n",
      "4229 done jpg\n",
      "4230 ./data//train_images/9670.png\n",
      "4230 done jpg\n",
      "4231 ./data//train_images/6928.png\n",
      "4231 done jpg\n",
      "4232 ./data//train_images/1083.png\n",
      "4232 done jpg\n",
      "4233 ./data//train_images/4104.png\n",
      "4233 done jpg\n",
      "4234 ./data//train_images/477.png\n",
      "4234 done jpg\n",
      "4235 ./data//train_images/4411.png\n",
      "4235 done jpg\n",
      "4236 ./data//train_images/6095.png\n",
      "4236 done jpg\n",
      "4237 ./data//train_images/4813.png\n",
      "4237 done jpg\n",
      "4238 ./data//train_images/7700.png\n",
      "4238 done jpg\n",
      "4239 ./data//train_images/6823.png\n",
      "4239 done jpg\n",
      "4240 ./data//train_images/7914.png\n",
      "4240 done jpg\n",
      "4241 ./data//train_images/10111.png\n",
      "4241 done jpg\n",
      "4242 ./data//train_images/1397.png\n",
      "4242 done jpg\n",
      "4243 ./data//train_images/1408.png\n",
      "4243 done jpg\n",
      "4244 ./data//train_images/2497.png\n",
      "4244 done jpg\n",
      "4245 ./data//train_images/1272.png\n",
      "4245 done jpg\n",
      "4246 ./data//train_images/4959.png\n",
      "4246 done jpg\n",
      "4247 ./data//train_images/6548.png\n",
      "4247 done jpg\n",
      "4248 ./data//train_images/5208.png\n",
      "4248 done jpg\n",
      "4249 ./data//train_images/8527.png\n",
      "4249 done jpg\n",
      "4250 ./data//train_images/5341.png\n",
      "4250 done jpg\n",
      "4251 ./data//train_images/1389.png\n",
      "4251 done jpg\n",
      "4252 ./data//train_images/4005.png\n",
      "4252 done jpg\n",
      "4253 ./data//train_images/3799.png\n",
      "4253 done jpg\n",
      "4254 ./data//train_images/7302.png\n",
      "4254 done jpg\n",
      "4255 ./data//train_images/8396.png\n",
      "4255 done jpg\n",
      "4256 ./data//train_images/8693.png\n",
      "4256 done jpg\n",
      "4257 ./data//train_images/9450.png\n",
      "4257 done jpg\n",
      "4258 ./data//train_images/4932.png\n",
      "4258 done jpg\n",
      "4259 ./data//train_images/453.png\n",
      "4259 done jpg\n",
      "4260 ./data//train_images/8713.png\n",
      "4260 done jpg\n",
      "4261 ./data//train_images/9768.png\n",
      "4261 done jpg\n",
      "4262 ./data//train_images/4343.png\n",
      "4262 done jpg\n",
      "4263 ./data//train_images/6502.png\n",
      "4263 done jpg\n",
      "4264 ./data//train_images/3521.png\n",
      "4264 done jpg\n",
      "4265 ./data//train_images/4744.png\n",
      "4265 done jpg\n",
      "4266 ./data//train_images/8827.png\n",
      "4266 done jpg\n",
      "4267 ./data//train_images/10557.png\n",
      "4267 done jpg\n",
      "4268 ./data//train_images/7385.png\n",
      "4268 done jpg\n",
      "4269 ./data//train_images/1163.png\n",
      "4269 done jpg\n",
      "4270 ./data//train_images/3629.png\n",
      "4270 done jpg\n",
      "4271 ./data//train_images/6003.png\n",
      "4271 done jpg\n",
      "4272 ./data//train_images/4423.png\n",
      "4272 done jpg\n",
      "4273 ./data//train_images/6052.png\n",
      "4273 done jpg\n",
      "4274 ./data//train_images/1870.png\n",
      "4274 done jpg\n",
      "4275 ./data//train_images/10241.png\n",
      "4275 done jpg\n",
      "4276 ./data//train_images/6745.png\n",
      "4276 done jpg\n",
      "4277 ./data//train_images/109.png\n",
      "4277 done jpg\n",
      "4278 ./data//train_images/9183.png\n",
      "4278 done jpg\n",
      "4279 ./data//train_images/6897.png\n",
      "4279 done jpg\n",
      "4280 ./data//train_images/8819.png\n",
      "4280 done jpg\n",
      "4281 ./data//train_images/8029.png\n",
      "4281 done jpg\n",
      "4282 ./data//train_images/9254.png\n",
      "4282 done jpg\n",
      "4283 ./data//train_images/5545.png\n",
      "4283 done jpg\n",
      "4284 ./data//train_images/4493.png\n",
      "4284 done jpg\n",
      "4285 ./data//train_images/8970.png\n",
      "4285 done jpg\n",
      "4286 ./data//train_images/4337.png\n",
      "4286 done jpg\n",
      "4287 ./data//train_images/1561.png\n",
      "4287 done jpg\n",
      "4288 ./data//train_images/5162.png\n",
      "4288 done jpg\n",
      "4289 ./data//train_images/877.png\n",
      "4289 done jpg\n",
      "4290 ./data//train_images/3210.png\n",
      "4290 done jpg\n",
      "4291 ./data//train_images/1748.png\n",
      "4291 done jpg\n",
      "4292 ./data//train_images/7049.png\n",
      "4292 done jpg\n",
      "4293 ./data//train_images/935.png\n",
      "4293 done jpg\n",
      "4294 ./data//train_images/6447.png\n",
      "4294 done jpg\n",
      "4295 ./data//train_images/2187.png\n",
      "4295 done jpg\n",
      "4296 ./data//train_images/8621.png\n",
      "4296 done jpg\n",
      "4297 ./data//train_images/406.png\n",
      "4297 done jpg\n",
      "4298 ./data//train_images/3314.png\n",
      "4298 done jpg\n",
      "4299 ./data//train_images/9123.png\n",
      "4299 done jpg\n",
      "4300 ./data//train_images/3231.png\n",
      "4300 done jpg\n",
      "4301 ./data//train_images/8272.png\n",
      "4301 done jpg\n",
      "4302 ./data//train_images/5743.png\n",
      "4302 done jpg\n",
      "4303 ./data//train_images/1054.png\n",
      "4303 done jpg\n",
      "4304 ./data//train_images/5714.png\n",
      "4304 done jpg\n",
      "4305 ./data//train_images/3051.png\n",
      "4305 done jpg\n",
      "4306 ./data//train_images/3471.png\n",
      "4306 done jpg\n",
      "4307 ./data//train_images/3054.png\n",
      "4307 done jpg\n",
      "4308 ./data//train_images/2332.png\n",
      "4308 done jpg\n",
      "4309 ./data//train_images/5843.png\n",
      "4309 done jpg\n",
      "4310 ./data//train_images/6966.png\n",
      "4310 done jpg\n",
      "4311 ./data//train_images/7306.png\n",
      "4311 done jpg\n",
      "4312 ./data//train_images/1684.png\n",
      "4312 done jpg\n",
      "4313 ./data//train_images/5696.png\n",
      "4313 done jpg\n",
      "4314 ./data//train_images/5911.png\n",
      "4314 done jpg\n",
      "4315 ./data//train_images/7955.png\n",
      "4315 done jpg\n",
      "4316 ./data//train_images/8963.png\n",
      "4316 done jpg\n",
      "4317 ./data//train_images/6956.png\n",
      "4317 done jpg\n",
      "4318 ./data//train_images/61.png\n",
      "4318 done jpg\n",
      "4319 ./data//train_images/8744.png\n",
      "4319 done jpg\n",
      "4320 ./data//train_images/8829.png\n",
      "4320 done jpg\n",
      "4321 ./data//train_images/7970.png\n",
      "4321 done jpg\n",
      "4322 ./data//train_images/4080.png\n",
      "4322 done jpg\n",
      "4323 ./data//train_images/2710.png\n",
      "4323 done jpg\n",
      "4324 ./data//train_images/4883.png\n",
      "4324 done jpg\n",
      "4325 ./data//train_images/3373.png\n",
      "4325 done jpg\n",
      "4326 ./data//train_images/1250.png\n",
      "4326 done jpg\n",
      "4327 ./data//train_images/1041.png\n",
      "4327 done jpg\n",
      "4328 ./data//train_images/576.png\n",
      "4328 done jpg\n",
      "4329 ./data//train_images/2083.png\n",
      "4329 done jpg\n",
      "4330 ./data//train_images/2227.png\n",
      "4330 done jpg\n",
      "4331 ./data//train_images/5559.png\n",
      "4331 done jpg\n",
      "4332 ./data//train_images/6196.png\n",
      "4332 done jpg\n",
      "4333 ./data//train_images/59.png\n",
      "4333 done jpg\n",
      "4334 ./data//train_images/10240.png\n",
      "4334 done jpg\n",
      "4335 ./data//train_images/2671.png\n",
      "4335 done jpg\n",
      "4336 ./data//train_images/2910.png\n",
      "4336 done jpg\n",
      "4337 ./data//train_images/1528.png\n",
      "4337 done jpg\n",
      "4338 ./data//train_images/8684.png\n",
      "4338 done jpg\n",
      "4339 ./data//train_images/7145.png\n",
      "4339 done jpg\n",
      "4340 ./data//train_images/6295.png\n",
      "4340 done jpg\n",
      "4341 ./data//train_images/5149.png\n",
      "4341 done jpg\n",
      "4342 ./data//train_images/3676.png\n",
      "4342 done jpg\n",
      "4343 ./data//train_images/2857.png\n",
      "4343 done jpg\n",
      "4344 ./data//train_images/4811.png\n",
      "4344 done jpg\n",
      "4345 ./data//train_images/4585.png\n",
      "4345 done jpg\n",
      "4346 ./data//train_images/6735.png\n",
      "4346 done jpg\n",
      "4347 ./data//train_images/10185.png\n",
      "4347 done jpg\n",
      "4348 ./data//train_images/5329.png\n",
      "4348 done jpg\n",
      "4349 ./data//train_images/182.png\n",
      "4349 done jpg\n",
      "4350 ./data//train_images/4056.png\n",
      "4350 done jpg\n",
      "4351 ./data//train_images/8303.png\n",
      "4351 done jpg\n",
      "4352 ./data//train_images/5764.png\n",
      "4352 done jpg\n",
      "4353 ./data//train_images/2363.png\n",
      "4353 done jpg\n",
      "4354 ./data//train_images/1055.png\n",
      "4354 done jpg\n",
      "4355 ./data//train_images/338.png\n",
      "4355 done jpg\n",
      "4356 ./data//train_images/2256.png\n",
      "4356 done jpg\n",
      "4357 ./data//train_images/9407.png\n",
      "4357 done jpg\n",
      "4358 ./data//train_images/408.png\n",
      "4358 done jpg\n",
      "4359 ./data//train_images/3960.png\n",
      "4359 done jpg\n",
      "4360 ./data//train_images/3354.png\n",
      "4360 done jpg\n",
      "4361 ./data//train_images/6733.png\n",
      "4361 done jpg\n",
      "4362 ./data//train_images/5779.png\n",
      "4362 done jpg\n",
      "4363 ./data//train_images/1663.png\n",
      "4363 done jpg\n",
      "4364 ./data//train_images/5908.png\n",
      "4364 done jpg\n",
      "4365 ./data//train_images/7571.png\n",
      "4365 done jpg\n",
      "4366 ./data//train_images/7415.png\n",
      "4366 done jpg\n",
      "4367 ./data//train_images/3885.png\n",
      "4367 done jpg\n",
      "4368 ./data//train_images/7624.png\n",
      "4368 done jpg\n",
      "4369 ./data//train_images/7216.png\n",
      "4369 done jpg\n",
      "4370 ./data//train_images/8426.png\n",
      "4370 done jpg\n",
      "4371 ./data//train_images/5229.png\n",
      "4371 done jpg\n",
      "4372 ./data//train_images/3348.png\n",
      "4372 done jpg\n",
      "4373 ./data//train_images/10540.png\n",
      "4373 done jpg\n",
      "4374 ./data//train_images/634.png\n",
      "4374 done jpg\n",
      "4375 ./data//train_images/9422.png\n",
      "4375 done jpg\n",
      "4376 ./data//train_images/9917.png\n",
      "4376 done jpg\n",
      "4377 ./data//train_images/4057.png\n",
      "4377 done jpg\n",
      "4378 ./data//train_images/5354.png\n",
      "4378 done jpg\n",
      "4379 ./data//train_images/5161.png\n",
      "4379 done jpg\n",
      "4380 ./data//train_images/6319.png\n",
      "4380 done jpg\n",
      "4381 ./data//train_images/154.png\n",
      "4381 done jpg\n",
      "4382 ./data//train_images/6259.png\n",
      "4382 done jpg\n",
      "4383 ./data//train_images/4730.png\n",
      "4383 done jpg\n",
      "4384 ./data//train_images/5473.png\n",
      "4384 done jpg\n",
      "4385 ./data//train_images/6356.png\n",
      "4385 done jpg\n",
      "4386 ./data//train_images/2274.png\n",
      "4386 done jpg\n",
      "4387 ./data//train_images/9333.png\n",
      "4387 done jpg\n",
      "4388 ./data//train_images/3853.png\n",
      "4388 done jpg\n",
      "4389 ./data//train_images/6244.png\n",
      "4389 done jpg\n",
      "4390 ./data//train_images/10225.png\n",
      "4390 done jpg\n",
      "4391 ./data//train_images/7455.png\n",
      "4391 done jpg\n",
      "4392 ./data//train_images/3275.png\n",
      "4392 done jpg\n",
      "4393 ./data//train_images/7698.png\n",
      "4393 done jpg\n",
      "4394 ./data//train_images/946.png\n",
      "4394 done jpg\n",
      "4395 ./data//train_images/3302.png\n",
      "4395 done jpg\n",
      "4396 ./data//train_images/3599.png\n",
      "4396 done jpg\n",
      "4397 ./data//train_images/3932.png\n",
      "4397 done jpg\n",
      "4398 ./data//train_images/6189.png\n",
      "4398 done jpg\n",
      "4399 ./data//train_images/8179.png\n",
      "4399 done jpg\n",
      "4400 ./data//train_images/3232.png\n",
      "4400 done jpg\n",
      "4401 ./data//train_images/3965.png\n",
      "4401 done jpg\n",
      "4402 ./data//train_images/6715.png\n",
      "4402 done jpg\n",
      "4403 ./data//train_images/6431.png\n",
      "4403 done jpg\n",
      "4404 ./data//train_images/9462.png\n",
      "4404 done jpg\n",
      "4405 ./data//train_images/2390.png\n",
      "4405 done jpg\n",
      "4406 ./data//train_images/6378.png\n",
      "4406 done jpg\n",
      "4407 ./data//train_images/259.png\n",
      "4407 done jpg\n",
      "4408 ./data//train_images/10491.png\n",
      "4408 done jpg\n",
      "4409 ./data//train_images/6466.png\n",
      "4409 done jpg\n",
      "4410 ./data//train_images/6365.png\n",
      "4410 done jpg\n",
      "4411 ./data//train_images/4141.png\n",
      "4411 done jpg\n",
      "4412 ./data//train_images/5135.png\n",
      "4412 done jpg\n",
      "4413 ./data//train_images/7084.png\n",
      "4413 done jpg\n",
      "4414 ./data//train_images/6312.png\n",
      "4414 done jpg\n",
      "4415 ./data//train_images/1253.png\n",
      "4415 done jpg\n",
      "4416 ./data//train_images/6725.png\n",
      "4416 done jpg\n",
      "4417 ./data//train_images/8732.png\n",
      "4417 done jpg\n",
      "4418 ./data//train_images/708.png\n",
      "4418 done jpg\n",
      "4419 ./data//train_images/9187.png\n",
      "4419 done jpg\n",
      "4420 ./data//train_images/8304.png\n",
      "4420 done jpg\n",
      "4421 ./data//train_images/1043.png\n",
      "4421 done jpg\n",
      "4422 ./data//train_images/9608.png\n",
      "4422 done jpg\n",
      "4423 ./data//train_images/1437.png\n",
      "4423 done jpg\n",
      "4424 ./data//train_images/4231.png\n",
      "4424 done jpg\n",
      "4425 ./data//train_images/4494.png\n",
      "4425 done jpg\n",
      "4426 ./data//train_images/298.png\n",
      "4426 done jpg\n",
      "4427 ./data//train_images/7398.png\n",
      "4427 done jpg\n",
      "4428 ./data//train_images/986.png\n",
      "4428 done jpg\n",
      "4429 ./data//train_images/2905.png\n",
      "4429 done jpg\n",
      "4430 ./data//train_images/5797.png\n",
      "4430 done jpg\n",
      "4431 ./data//train_images/390.png\n",
      "4431 done jpg\n",
      "4432 ./data//train_images/4596.png\n",
      "4432 done jpg\n",
      "4433 ./data//train_images/518.png\n",
      "4433 done jpg\n",
      "4434 ./data//train_images/1331.png\n",
      "4434 done jpg\n",
      "4435 ./data//train_images/1532.png\n",
      "4435 done jpg\n",
      "4436 ./data//train_images/1207.png\n",
      "4436 done jpg\n",
      "4437 ./data//train_images/7438.png\n",
      "4437 done jpg\n",
      "4438 ./data//train_images/5975.png\n",
      "4438 done jpg\n",
      "4439 ./data//train_images/8508.png\n",
      "4439 done jpg\n",
      "4440 ./data//train_images/2582.png\n",
      "4440 done jpg\n",
      "4441 ./data//train_images/4158.png\n",
      "4441 done jpg\n",
      "4442 ./data//train_images/7727.png\n",
      "4442 done jpg\n",
      "4443 ./data//train_images/1070.png\n",
      "4443 done jpg\n",
      "4444 ./data//train_images/286.png\n",
      "4444 done jpg\n",
      "4445 ./data//train_images/10249.png\n",
      "4445 done jpg\n",
      "4446 ./data//train_images/10569.png\n",
      "4446 done jpg\n",
      "4447 ./data//train_images/4798.png\n",
      "4447 done jpg\n",
      "4448 ./data//train_images/574.png\n",
      "4448 done jpg\n",
      "4449 ./data//train_images/9918.png\n",
      "4449 done jpg\n",
      "4450 ./data//train_images/4397.png\n",
      "4450 done jpg\n",
      "4451 ./data//train_images/9961.png\n",
      "4451 done jpg\n",
      "4452 ./data//train_images/5088.png\n",
      "4452 done jpg\n",
      "4453 ./data//train_images/7381.png\n",
      "4453 done jpg\n",
      "4454 ./data//train_images/9802.png\n",
      "4454 done jpg\n",
      "4455 ./data//train_images/4794.png\n",
      "4455 done jpg\n",
      "4456 ./data//train_images/8284.png\n",
      "4456 done jpg\n",
      "4457 ./data//train_images/8603.png\n",
      "4457 done jpg\n",
      "4458 ./data//train_images/3561.png\n",
      "4458 done jpg\n",
      "4459 ./data//train_images/8879.png\n",
      "4459 done jpg\n",
      "4460 ./data//train_images/2098.png\n",
      "4460 done jpg\n",
      "4461 ./data//train_images/8038.png\n",
      "4461 done jpg\n",
      "4462 ./data//train_images/8580.png\n",
      "4462 done jpg\n",
      "4463 ./data//train_images/6600.png\n",
      "4463 done jpg\n",
      "4464 ./data//train_images/9378.png\n",
      "4464 done jpg\n",
      "4465 ./data//train_images/6837.png\n",
      "4465 done jpg\n",
      "4466 ./data//train_images/3257.png\n",
      "4466 done jpg\n",
      "4467 ./data//train_images/6807.png\n",
      "4467 done jpg\n",
      "4468 ./data//train_images/10413.png\n",
      "4468 done jpg\n",
      "4469 ./data//train_images/3292.png\n",
      "4469 done jpg\n",
      "4470 ./data//train_images/9652.png\n",
      "4470 done jpg\n",
      "4471 ./data//train_images/8207.png\n",
      "4471 done jpg\n",
      "4472 ./data//train_images/7753.png\n",
      "4472 done jpg\n",
      "4473 ./data//train_images/9152.png\n",
      "4473 done jpg\n",
      "4474 ./data//train_images/6325.png\n",
      "4474 done jpg\n",
      "4475 ./data//train_images/9397.png\n",
      "4475 done jpg\n",
      "4476 ./data//train_images/3349.png\n",
      "4476 done jpg\n",
      "4477 ./data//train_images/1540.png\n",
      "4477 done jpg\n",
      "4478 ./data//train_images/7375.png\n",
      "4478 done jpg\n",
      "4479 ./data//train_images/8075.png\n",
      "4479 done jpg\n",
      "4480 ./data//train_images/196.png\n",
      "4480 done jpg\n",
      "4481 ./data//train_images/7366.png\n",
      "4481 done jpg\n",
      "4482 ./data//train_images/575.png\n",
      "4482 done jpg\n",
      "4483 ./data//train_images/8336.png\n",
      "4483 done jpg\n",
      "4484 ./data//train_images/9389.png\n",
      "4484 done jpg\n",
      "4485 ./data//train_images/6799.png\n",
      "4485 done jpg\n",
      "4486 ./data//train_images/29.png\n",
      "4486 done jpg\n",
      "4487 ./data//train_images/5053.png\n",
      "4487 done jpg\n",
      "4488 ./data//train_images/1596.png\n",
      "4488 done jpg\n",
      "4489 ./data//train_images/8030.png\n",
      "4489 done jpg\n",
      "4490 ./data//train_images/1218.png\n",
      "4490 done jpg\n",
      "4491 ./data//train_images/10510.png\n",
      "4491 done jpg\n",
      "4492 ./data//train_images/7949.png\n",
      "4492 done jpg\n",
      "4493 ./data//train_images/2315.png\n",
      "4493 done jpg\n",
      "4494 ./data//train_images/1681.png\n",
      "4494 done jpg\n",
      "4495 ./data//train_images/4095.png\n",
      "4495 done jpg\n",
      "4496 ./data//train_images/6332.png\n",
      "4496 done jpg\n",
      "4497 ./data//train_images/5120.png\n",
      "4497 done jpg\n",
      "4498 ./data//train_images/8876.png\n",
      "4498 done jpg\n",
      "4499 ./data//train_images/10585.png\n",
      "4499 done jpg\n",
      "4500 ./data//train_images/1956.png\n",
      "4500 done jpg\n",
      "4501 ./data//train_images/5918.png\n",
      "4501 done jpg\n",
      "4502 ./data//train_images/8429.png\n",
      "4502 done jpg\n",
      "4503 ./data//train_images/3102.png\n",
      "4503 done jpg\n",
      "4504 ./data//train_images/10517.png\n",
      "4504 done jpg\n",
      "4505 ./data//train_images/7883.png\n",
      "4505 done jpg\n",
      "4506 ./data//train_images/4066.png\n",
      "4506 done jpg\n",
      "4507 ./data//train_images/7075.png\n",
      "4507 done jpg\n",
      "4508 ./data//train_images/9897.png\n",
      "4508 done jpg\n",
      "4509 ./data//train_images/2964.png\n",
      "4509 done jpg\n",
      "4510 ./data//train_images/1474.png\n",
      "4510 done jpg\n",
      "4511 ./data//train_images/7603.png\n",
      "4511 done jpg\n",
      "4512 ./data//train_images/4210.png\n",
      "4512 done jpg\n",
      "4513 ./data//train_images/6159.png\n",
      "4513 done jpg\n",
      "4514 ./data//train_images/5192.png\n",
      "4514 done jpg\n",
      "4515 ./data//train_images/7742.png\n",
      "4515 done jpg\n",
      "4516 ./data//train_images/8209.png\n",
      "4516 done jpg\n",
      "4517 ./data//train_images/244.png\n",
      "4517 done jpg\n",
      "4518 ./data//train_images/1292.png\n",
      "4518 done jpg\n",
      "4519 ./data//train_images/9619.png\n",
      "4519 done jpg\n",
      "4520 ./data//train_images/239.png\n",
      "4520 done jpg\n",
      "4521 ./data//train_images/10228.png\n",
      "4521 done jpg\n",
      "4522 ./data//train_images/1004.png\n",
      "4522 done jpg\n",
      "4523 ./data//train_images/2569.png\n",
      "4523 done jpg\n",
      "4524 ./data//train_images/10038.png\n",
      "4524 done jpg\n",
      "4525 ./data//train_images/7526.png\n",
      "4525 done jpg\n",
      "4526 ./data//train_images/4466.png\n",
      "4526 done jpg\n",
      "4527 ./data//train_images/9682.png\n",
      "4527 done jpg\n",
      "4528 ./data//train_images/2344.png\n",
      "4528 done jpg\n",
      "4529 ./data//train_images/3741.png\n",
      "4529 done jpg\n",
      "4530 ./data//train_images/6887.png\n",
      "4530 done jpg\n",
      "4531 ./data//train_images/4560.png\n",
      "4531 done jpg\n",
      "4532 ./data//train_images/5931.png\n",
      "4532 done jpg\n",
      "4533 ./data//train_images/6206.png\n",
      "4533 done jpg\n",
      "4534 ./data//train_images/1978.png\n",
      "4534 done jpg\n",
      "4535 ./data//train_images/3838.png\n",
      "4535 done jpg\n",
      "4536 ./data//train_images/3097.png\n",
      "4536 done jpg\n",
      "4537 ./data//train_images/8870.png\n",
      "4537 done jpg\n",
      "4538 ./data//train_images/3914.png\n",
      "4538 done jpg\n",
      "4539 ./data//train_images/4225.png\n",
      "4539 done jpg\n",
      "4540 ./data//train_images/1001.png\n",
      "4540 done jpg\n",
      "4541 ./data//train_images/2741.png\n",
      "4541 done jpg\n",
      "4542 ./data//train_images/2593.png\n",
      "4542 done jpg\n",
      "4543 ./data//train_images/3399.png\n",
      "4543 done jpg\n",
      "4544 ./data//train_images/2415.png\n",
      "4544 done jpg\n",
      "4545 ./data//train_images/678.png\n",
      "4545 done jpg\n",
      "4546 ./data//train_images/4248.png\n",
      "4546 done jpg\n",
      "4547 ./data//train_images/2183.png\n",
      "4547 done jpg\n",
      "4548 ./data//train_images/1229.png\n",
      "4548 done jpg\n",
      "4549 ./data//train_images/9781.png\n",
      "4549 done jpg\n",
      "4550 ./data//train_images/8510.png\n",
      "4550 done jpg\n",
      "4551 ./data//train_images/1339.png\n",
      "4551 done jpg\n",
      "4552 ./data//train_images/5894.png\n",
      "4552 done jpg\n",
      "4553 ./data//train_images/2149.png\n",
      "4553 done jpg\n",
      "4554 ./data//train_images/4975.png\n",
      "4554 done jpg\n",
      "4555 ./data//train_images/918.png\n",
      "4555 done jpg\n",
      "4556 ./data//train_images/3106.png\n",
      "4556 done jpg\n",
      "4557 ./data//train_images/7583.png\n",
      "4557 done jpg\n",
      "4558 ./data//train_images/8108.png\n",
      "4558 done jpg\n",
      "4559 ./data//train_images/1955.png\n",
      "4559 done jpg\n",
      "4560 ./data//train_images/6853.png\n",
      "4560 done jpg\n",
      "4561 ./data//train_images/5554.png\n",
      "4561 done jpg\n",
      "4562 ./data//train_images/9786.png\n",
      "4562 done jpg\n",
      "4563 ./data//train_images/2694.png\n",
      "4563 done jpg\n",
      "4564 ./data//train_images/2156.png\n",
      "4564 done jpg\n",
      "4565 ./data//train_images/8305.png\n",
      "4565 done jpg\n",
      "4566 ./data//train_images/1370.png\n",
      "4566 done jpg\n",
      "4567 ./data//train_images/8206.png\n",
      "4567 done jpg\n",
      "4568 ./data//train_images/5808.png\n",
      "4568 done jpg\n",
      "4569 ./data//train_images/7903.png\n",
      "4569 done jpg\n",
      "4570 ./data//train_images/8292.png\n",
      "4570 done jpg\n",
      "4571 ./data//train_images/7250.png\n",
      "4571 done jpg\n",
      "4572 ./data//train_images/5930.png\n",
      "4572 done jpg\n",
      "4573 ./data//train_images/1522.png\n",
      "4573 done jpg\n",
      "4574 ./data//train_images/5230.png\n",
      "4574 done jpg\n",
      "4575 ./data//train_images/1535.png\n",
      "4575 done jpg\n",
      "4576 ./data//train_images/687.png\n",
      "4576 done jpg\n",
      "4577 ./data//train_images/2309.png\n",
      "4577 done jpg\n",
      "4578 ./data//train_images/725.png\n",
      "4578 done jpg\n",
      "4579 ./data//train_images/4750.png\n",
      "4579 done jpg\n",
      "4580 ./data//train_images/1700.png\n",
      "4580 done jpg\n",
      "4581 ./data//train_images/2749.png\n",
      "4581 done jpg\n",
      "4582 ./data//train_images/4142.png\n",
      "4582 done jpg\n",
      "4583 ./data//train_images/3484.png\n",
      "4583 done jpg\n",
      "4584 ./data//train_images/7196.png\n",
      "4584 done jpg\n",
      "4585 ./data//train_images/10106.png\n",
      "4585 done jpg\n",
      "4586 ./data//train_images/5557.png\n",
      "4586 done jpg\n",
      "4587 ./data//train_images/10046.png\n",
      "4587 done jpg\n",
      "4588 ./data//train_images/5323.png\n",
      "4588 done jpg\n",
      "4589 ./data//train_images/5090.png\n",
      "4589 done jpg\n",
      "4590 ./data//train_images/2507.png\n",
      "4590 done jpg\n",
      "4591 ./data//train_images/10330.png\n",
      "4591 done jpg\n",
      "4592 ./data//train_images/9455.png\n",
      "4592 done jpg\n",
      "4593 ./data//train_images/4098.png\n",
      "4593 done jpg\n",
      "4594 ./data//train_images/9376.png\n",
      "4594 done jpg\n",
      "4595 ./data//train_images/645.png\n",
      "4595 done jpg\n",
      "4596 ./data//train_images/2866.png\n",
      "4596 done jpg\n",
      "4597 ./data//train_images/2998.png\n",
      "4597 done jpg\n",
      "4598 ./data//train_images/4221.png\n",
      "4598 done jpg\n",
      "4599 ./data//train_images/9390.png\n",
      "4599 done jpg\n",
      "4600 ./data//train_images/4937.png\n",
      "4600 done jpg\n",
      "4601 ./data//train_images/5286.png\n",
      "4601 done jpg\n",
      "4602 ./data//train_images/5008.png\n",
      "4602 done jpg\n",
      "4603 ./data//train_images/10048.png\n",
      "4603 done jpg\n",
      "4604 ./data//train_images/3577.png\n",
      "4604 done jpg\n",
      "4605 ./data//train_images/6680.png\n",
      "4605 done jpg\n",
      "4606 ./data//train_images/6098.png\n",
      "4606 done jpg\n",
      "4607 ./data//train_images/4278.png\n",
      "4607 done jpg\n",
      "4608 ./data//train_images/6947.png\n",
      "4608 done jpg\n",
      "4609 ./data//train_images/4094.png\n",
      "4609 done jpg\n",
      "4610 ./data//train_images/9934.png\n",
      "4610 done jpg\n",
      "4611 ./data//train_images/5476.png\n",
      "4611 done jpg\n",
      "4612 ./data//train_images/928.png\n",
      "4612 done jpg\n",
      "4613 ./data//train_images/9482.png\n",
      "4613 done jpg\n",
      "4614 ./data//train_images/2508.png\n",
      "4614 done jpg\n",
      "4615 ./data//train_images/1219.png\n",
      "4615 done jpg\n",
      "4616 ./data//train_images/9685.png\n",
      "4616 done jpg\n",
      "4617 ./data//train_images/8300.png\n",
      "4617 done jpg\n",
      "4618 ./data//train_images/5671.png\n",
      "4618 done jpg\n",
      "4619 ./data//train_images/864.png\n",
      "4619 done jpg\n",
      "4620 ./data//train_images/6247.png\n",
      "4620 done jpg\n",
      "4621 ./data//train_images/764.png\n",
      "4621 done jpg\n",
      "4622 ./data//train_images/10138.png\n",
      "4622 done jpg\n",
      "4623 ./data//train_images/4495.png\n",
      "4623 done jpg\n",
      "4624 ./data//train_images/8498.png\n",
      "4624 done jpg\n",
      "4625 ./data//train_images/5502.png\n",
      "4625 done jpg\n",
      "4626 ./data//train_images/3283.png\n",
      "4626 done jpg\n",
      "4627 ./data//train_images/9244.png\n",
      "4627 done jpg\n",
      "4628 ./data//train_images/8973.png\n",
      "4628 done jpg\n",
      "4629 ./data//train_images/2745.png\n",
      "4629 done jpg\n",
      "4630 ./data//train_images/6874.png\n",
      "4630 done jpg\n",
      "4631 ./data//train_images/2197.png\n",
      "4631 done jpg\n",
      "4632 ./data//train_images/8863.png\n",
      "4632 done jpg\n",
      "4633 ./data//train_images/5407.png\n",
      "4633 done jpg\n",
      "4634 ./data//train_images/5197.png\n",
      "4634 done jpg\n",
      "4635 ./data//train_images/1077.png\n",
      "4635 done jpg\n",
      "4636 ./data//train_images/621.png\n",
      "4636 done jpg\n",
      "4637 ./data//train_images/9534.png\n",
      "4637 done jpg\n",
      "4638 ./data//train_images/3701.png\n",
      "4638 done jpg\n",
      "4639 ./data//train_images/7923.png\n",
      "4639 done jpg\n",
      "4640 ./data//train_images/482.png\n",
      "4640 done jpg\n",
      "4641 ./data//train_images/819.png\n",
      "4641 done jpg\n",
      "4642 ./data//train_images/4309.png\n",
      "4642 done jpg\n",
      "4643 ./data//train_images/9476.png\n",
      "4643 done jpg\n",
      "4644 ./data//train_images/2384.png\n",
      "4644 done jpg\n",
      "4645 ./data//train_images/3818.png\n",
      "4645 done jpg\n",
      "4646 ./data//train_images/3845.png\n",
      "4646 done jpg\n",
      "4647 ./data//train_images/6513.png\n",
      "4647 done jpg\n",
      "4648 ./data//train_images/1652.png\n",
      "4648 done jpg\n",
      "4649 ./data//train_images/10159.png\n",
      "4649 done jpg\n",
      "4650 ./data//train_images/8588.png\n",
      "4650 done jpg\n",
      "4651 ./data//train_images/9101.png\n",
      "4651 done jpg\n",
      "4652 ./data//train_images/9006.png\n",
      "4652 done jpg\n",
      "4653 ./data//train_images/5294.png\n",
      "4653 done jpg\n",
      "4654 ./data//train_images/5820.png\n",
      "4654 done jpg\n",
      "4655 ./data//train_images/1457.png\n",
      "4655 done jpg\n",
      "4656 ./data//train_images/1945.png\n",
      "4656 done jpg\n",
      "4657 ./data//train_images/9570.png\n",
      "4657 done jpg\n",
      "4658 ./data//train_images/729.png\n",
      "4658 done jpg\n",
      "4659 ./data//train_images/3913.png\n",
      "4659 done jpg\n",
      "4660 ./data//train_images/3814.png\n",
      "4660 done jpg\n",
      "4661 ./data//train_images/1241.png\n",
      "4661 done jpg\n",
      "4662 ./data//train_images/3772.png\n",
      "4662 done jpg\n",
      "4663 ./data//train_images/6866.png\n",
      "4663 done jpg\n",
      "4664 ./data//train_images/6978.png\n",
      "4664 done jpg\n",
      "4665 ./data//train_images/8421.png\n",
      "4665 done jpg\n",
      "4666 ./data//train_images/8135.png\n",
      "4666 done jpg\n",
      "4667 ./data//train_images/329.png\n",
      "4667 done jpg\n",
      "4668 ./data//train_images/1707.png\n",
      "4668 done jpg\n",
      "4669 ./data//train_images/1.png\n",
      "4669 done jpg\n",
      "4670 ./data//train_images/2642.png\n",
      "4670 done jpg\n",
      "4671 ./data//train_images/8851.png\n",
      "4671 done jpg\n",
      "4672 ./data//train_images/4987.png\n",
      "4672 done jpg\n",
      "4673 ./data//train_images/10173.png\n",
      "4673 done jpg\n",
      "4674 ./data//train_images/7705.png\n",
      "4674 done jpg\n",
      "4675 ./data//train_images/5566.png\n",
      "4675 done jpg\n",
      "4676 ./data//train_images/5583.png\n",
      "4676 done jpg\n",
      "4677 ./data//train_images/5225.png\n",
      "4677 done jpg\n",
      "4678 ./data//train_images/7033.png\n",
      "4678 done jpg\n",
      "4679 ./data//train_images/662.png\n",
      "4679 done jpg\n",
      "4680 ./data//train_images/3077.png\n",
      "4680 done jpg\n",
      "4681 ./data//train_images/4310.png\n",
      "4681 done jpg\n",
      "4682 ./data//train_images/7080.png\n",
      "4682 done jpg\n",
      "4683 ./data//train_images/8008.png\n",
      "4683 done jpg\n",
      "4684 ./data//train_images/6272.png\n",
      "4684 done jpg\n",
      "4685 ./data//train_images/8395.png\n",
      "4685 done jpg\n",
      "4686 ./data//train_images/9445.png\n",
      "4686 done jpg\n",
      "4687 ./data//train_images/5898.png\n",
      "4687 done jpg\n",
      "4688 ./data//train_images/8176.png\n",
      "4688 done jpg\n",
      "4689 ./data//train_images/2074.png\n",
      "4689 done jpg\n",
      "4690 ./data//train_images/674.png\n",
      "4690 done jpg\n",
      "4691 ./data//train_images/8188.png\n",
      "4691 done jpg\n",
      "4692 ./data//train_images/4387.png\n",
      "4692 done jpg\n",
      "4693 ./data//train_images/2252.png\n",
      "4693 done jpg\n",
      "4694 ./data//train_images/9457.png\n",
      "4694 done jpg\n",
      "4695 ./data//train_images/8681.png\n",
      "4695 done jpg\n",
      "4696 ./data//train_images/8882.png\n",
      "4696 done jpg\n",
      "4697 ./data//train_images/5218.png\n",
      "4697 done jpg\n",
      "4698 ./data//train_images/8017.png\n",
      "4698 done jpg\n",
      "4699 ./data//train_images/7950.png\n",
      "4699 done jpg\n",
      "4700 ./data//train_images/2672.png\n",
      "4700 done jpg\n",
      "4701 ./data//train_images/7929.png\n",
      "4701 done jpg\n",
      "4702 ./data//train_images/3507.png\n",
      "4702 done jpg\n",
      "4703 ./data//train_images/3036.png\n",
      "4703 done jpg\n",
      "4704 ./data//train_images/9511.png\n",
      "4704 done jpg\n",
      "4705 ./data//train_images/3846.png\n",
      "4705 done jpg\n",
      "4706 ./data//train_images/2722.png\n",
      "4706 done jpg\n",
      "4707 ./data//train_images/4370.png\n",
      "4707 done jpg\n",
      "4708 ./data//train_images/5759.png\n",
      "4708 done jpg\n",
      "4709 ./data//train_images/10439.png\n",
      "4709 done jpg\n",
      "4710 ./data//train_images/8918.png\n",
      "4710 done jpg\n",
      "4711 ./data//train_images/8437.png\n",
      "4711 done jpg\n",
      "4712 ./data//train_images/3254.png\n",
      "4712 done jpg\n",
      "4713 ./data//train_images/10028.png\n",
      "4713 done jpg\n",
      "4714 ./data//train_images/1795.png\n",
      "4714 done jpg\n",
      "4715 ./data//train_images/9684.png\n",
      "4715 done jpg\n",
      "4716 ./data//train_images/8067.png\n",
      "4716 done jpg\n",
      "4717 ./data//train_images/2409.png\n",
      "4717 done jpg\n",
      "4718 ./data//train_images/5814.png\n",
      "4718 done jpg\n",
      "4719 ./data//train_images/4850.png\n",
      "4719 done jpg\n",
      "4720 ./data//train_images/7464.png\n",
      "4720 done jpg\n",
      "4721 ./data//train_images/6231.png\n",
      "4721 done jpg\n",
      "4722 ./data//train_images/8616.png\n",
      "4722 done jpg\n",
      "4723 ./data//train_images/8937.png\n",
      "4723 done jpg\n",
      "4724 ./data//train_images/2125.png\n",
      "4724 done jpg\n",
      "4725 ./data//train_images/9189.png\n",
      "4725 done jpg\n",
      "4726 ./data//train_images/7675.png\n",
      "4726 done jpg\n",
      "4727 ./data//train_images/131.png\n",
      "4727 done jpg\n",
      "4728 ./data//train_images/6671.png\n",
      "4728 done jpg\n",
      "4729 ./data//train_images/4479.png\n",
      "4729 done jpg\n",
      "4730 ./data//train_images/2577.png\n",
      "4730 done jpg\n",
      "4731 ./data//train_images/10420.png\n",
      "4731 done jpg\n",
      "4732 ./data//train_images/37.png\n",
      "4732 done jpg\n",
      "4733 ./data//train_images/4724.png\n",
      "4733 done jpg\n",
      "4734 ./data//train_images/6422.png\n",
      "4734 done jpg\n",
      "4735 ./data//train_images/3459.png\n",
      "4735 done jpg\n",
      "4736 ./data//train_images/3164.png\n",
      "4736 done jpg\n",
      "4737 ./data//train_images/10478.png\n",
      "4737 done jpg\n",
      "4738 ./data//train_images/8341.png\n",
      "4738 done jpg\n",
      "4739 ./data//train_images/8778.png\n",
      "4739 done jpg\n",
      "4740 ./data//train_images/586.png\n",
      "4740 done jpg\n",
      "4741 ./data//train_images/5781.png\n",
      "4741 done jpg\n",
      "4742 ./data//train_images/8854.png\n",
      "4742 done jpg\n",
      "4743 ./data//train_images/4483.png\n",
      "4743 done jpg\n",
      "4744 ./data//train_images/7866.png\n",
      "4744 done jpg\n",
      "4745 ./data//train_images/3657.png\n",
      "4745 done jpg\n",
      "4746 ./data//train_images/2406.png\n",
      "4746 done jpg\n",
      "4747 ./data//train_images/9686.png\n",
      "4747 done jpg\n",
      "4748 ./data//train_images/3937.png\n",
      "4748 done jpg\n",
      "4749 ./data//train_images/2631.png\n",
      "4749 done jpg\n",
      "4750 ./data//train_images/4856.png\n",
      "4750 done jpg\n",
      "4751 ./data//train_images/1300.png\n",
      "4751 done jpg\n",
      "4752 ./data//train_images/8418.png\n",
      "4752 done jpg\n",
      "4753 ./data//train_images/5336.png\n",
      "4753 done jpg\n",
      "4754 ./data//train_images/9497.png\n",
      "4754 done jpg\n",
      "4755 ./data//train_images/9569.png\n",
      "4755 done jpg\n",
      "4756 ./data//train_images/2111.png\n",
      "4756 done jpg\n",
      "4757 ./data//train_images/9297.png\n",
      "4757 done jpg\n",
      "4758 ./data//train_images/822.png\n",
      "4758 done jpg\n",
      "4759 ./data//train_images/7247.png\n",
      "4759 done jpg\n",
      "4760 ./data//train_images/2941.png\n",
      "4760 done jpg\n",
      "4761 ./data//train_images/10506.png\n",
      "4761 done jpg\n",
      "4762 ./data//train_images/805.png\n",
      "4762 done jpg\n",
      "4763 ./data//train_images/9671.png\n",
      "4763 done jpg\n",
      "4764 ./data//train_images/1211.png\n",
      "4764 done jpg\n",
      "4765 ./data//train_images/1287.png\n",
      "4765 done jpg\n",
      "4766 ./data//train_images/339.png\n",
      "4766 done jpg\n",
      "4767 ./data//train_images/5571.png\n",
      "4767 done jpg\n",
      "4768 ./data//train_images/4388.png\n",
      "4768 done jpg\n",
      "4769 ./data//train_images/1959.png\n",
      "4769 done jpg\n",
      "4770 ./data//train_images/8286.png\n",
      "4770 done jpg\n",
      "4771 ./data//train_images/172.png\n",
      "4771 done jpg\n",
      "4772 ./data//train_images/4302.png\n",
      "4772 done jpg\n",
      "4773 ./data//train_images/5346.png\n",
      "4773 done jpg\n",
      "4774 ./data//train_images/9102.png\n",
      "4774 done jpg\n",
      "4775 ./data//train_images/7633.png\n",
      "4775 done jpg\n",
      "4776 ./data//train_images/2217.png\n",
      "4776 done jpg\n",
      "4777 ./data//train_images/6694.png\n",
      "4777 done jpg\n",
      "4778 ./data//train_images/7488.png\n",
      "4778 done jpg\n",
      "4779 ./data//train_images/3854.png\n",
      "4779 done jpg\n",
      "4780 ./data//train_images/690.png\n",
      "4780 done jpg\n",
      "4781 ./data//train_images/2869.png\n",
      "4781 done jpg\n",
      "4782 ./data//train_images/526.png\n",
      "4782 done jpg\n",
      "4783 ./data//train_images/1961.png\n",
      "4783 done jpg\n",
      "4784 ./data//train_images/9261.png\n",
      "4784 done jpg\n",
      "4785 ./data//train_images/5728.png\n",
      "4785 done jpg\n",
      "4786 ./data//train_images/9200.png\n",
      "4786 done jpg\n",
      "4787 ./data//train_images/4656.png\n",
      "4787 done jpg\n",
      "4788 ./data//train_images/4305.png\n",
      "4788 done jpg\n",
      "4789 ./data//train_images/6712.png\n",
      "4789 done jpg\n",
      "4790 ./data//train_images/4948.png\n",
      "4790 done jpg\n",
      "4791 ./data//train_images/6289.png\n",
      "4791 done jpg\n",
      "4792 ./data//train_images/628.png\n",
      "4792 done jpg\n",
      "4793 ./data//train_images/3719.png\n",
      "4793 done jpg\n",
      "4794 ./data//train_images/2359.png\n",
      "4794 done jpg\n",
      "4795 ./data//train_images/8349.png\n",
      "4795 done jpg\n",
      "4796 ./data//train_images/7865.png\n",
      "4796 done jpg\n",
      "4797 ./data//train_images/9691.png\n",
      "4797 done jpg\n",
      "4798 ./data//train_images/2209.png\n",
      "4798 done jpg\n",
      "4799 ./data//train_images/3258.png\n",
      "4799 done jpg\n",
      "4800 ./data//train_images/5966.png\n",
      "4800 done jpg\n",
      "4801 ./data//train_images/6797.png\n",
      "4801 done jpg\n",
      "4802 ./data//train_images/5813.png\n",
      "4802 done jpg\n",
      "4803 ./data//train_images/2421.png\n",
      "4803 done jpg\n",
      "4804 ./data//train_images/6345.png\n",
      "4804 done jpg\n",
      "4805 ./data//train_images/1333.png\n",
      "4805 done jpg\n",
      "4806 ./data//train_images/3957.png\n",
      "4806 done jpg\n",
      "4807 ./data//train_images/719.png\n",
      "4807 done jpg\n",
      "4808 ./data//train_images/10574.png\n",
      "4808 done jpg\n",
      "4809 ./data//train_images/7932.png\n",
      "4809 done jpg\n",
      "4810 ./data//train_images/7621.png\n",
      "4810 done jpg\n",
      "4811 ./data//train_images/4230.png\n",
      "4811 done jpg\n",
      "4812 ./data//train_images/6495.png\n",
      "4812 done jpg\n",
      "4813 ./data//train_images/8223.png\n",
      "4813 done jpg\n",
      "4814 ./data//train_images/6384.png\n",
      "4814 done jpg\n",
      "4815 ./data//train_images/9544.png\n",
      "4815 done jpg\n",
      "4816 ./data//train_images/6650.png\n",
      "4816 done jpg\n",
      "4817 ./data//train_images/5148.png\n",
      "4817 done jpg\n",
      "4818 ./data//train_images/6870.png\n",
      "4818 done jpg\n",
      "4819 ./data//train_images/8690.png\n",
      "4819 done jpg\n",
      "4820 ./data//train_images/1593.png\n",
      "4820 done jpg\n",
      "4821 ./data//train_images/9075.png\n",
      "4821 done jpg\n",
      "4822 ./data//train_images/1747.png\n",
      "4822 done jpg\n",
      "4823 ./data//train_images/2771.png\n",
      "4823 done jpg\n",
      "4824 ./data//train_images/3505.png\n",
      "4824 done jpg\n",
      "4825 ./data//train_images/911.png\n",
      "4825 done jpg\n",
      "4826 ./data//train_images/6719.png\n",
      "4826 done jpg\n",
      "4827 ./data//train_images/7317.png\n",
      "4827 done jpg\n",
      "4828 ./data//train_images/5203.png\n",
      "4828 done jpg\n",
      "4829 ./data//train_images/7289.png\n",
      "4829 done jpg\n",
      "4830 ./data//train_images/9998.png\n",
      "4830 done jpg\n",
      "4831 ./data//train_images/4711.png\n",
      "4831 done jpg\n",
      "4832 ./data//train_images/10464.png\n",
      "4832 done jpg\n",
      "4833 ./data//train_images/6335.png\n",
      "4833 done jpg\n",
      "4834 ./data//train_images/12.png\n",
      "4834 done jpg\n",
      "4835 ./data//train_images/9558.png\n",
      "4835 done jpg\n",
      "4836 ./data//train_images/162.png\n",
      "4836 done jpg\n",
      "4837 ./data//train_images/8270.png\n",
      "4837 done jpg\n",
      "4838 ./data//train_images/7134.png\n",
      "4838 done jpg\n",
      "4839 ./data//train_images/2456.png\n",
      "4839 done jpg\n",
      "4840 ./data//train_images/228.png\n",
      "4840 done jpg\n",
      "4841 ./data//train_images/4025.png\n",
      "4841 done jpg\n",
      "4842 ./data//train_images/9729.png\n",
      "4842 done jpg\n",
      "4843 ./data//train_images/3653.png\n",
      "4843 done jpg\n",
      "4844 ./data//train_images/6114.png\n",
      "4844 done jpg\n",
      "4845 ./data//train_images/852.png\n",
      "4845 done jpg\n",
      "4846 ./data//train_images/3316.png\n",
      "4846 done jpg\n",
      "4847 ./data//train_images/4326.png\n",
      "4847 done jpg\n",
      "4848 ./data//train_images/8748.png\n",
      "4848 done jpg\n",
      "4849 ./data//train_images/5652.png\n",
      "4849 done jpg\n",
      "4850 ./data//train_images/6311.png\n",
      "4850 done jpg\n",
      "4851 ./data//train_images/8178.png\n",
      "4851 done jpg\n",
      "4852 ./data//train_images/1122.png\n",
      "4852 done jpg\n",
      "4853 ./data//train_images/6693.png\n",
      "4853 done jpg\n",
      "4854 ./data//train_images/3511.png\n",
      "4854 done jpg\n",
      "4855 ./data//train_images/5515.png\n",
      "4855 done jpg\n",
      "4856 ./data//train_images/8239.png\n",
      "4856 done jpg\n",
      "4857 ./data//train_images/10209.png\n",
      "4857 done jpg\n",
      "4858 ./data//train_images/6432.png\n",
      "4858 done jpg\n",
      "4859 ./data//train_images/727.png\n",
      "4859 done jpg\n",
      "4860 ./data//train_images/7003.png\n",
      "4860 done jpg\n",
      "4861 ./data//train_images/909.png\n",
      "4861 done jpg\n",
      "4862 ./data//train_images/2543.png\n",
      "4862 done jpg\n",
      "4863 ./data//train_images/1223.png\n",
      "4863 done jpg\n",
      "4864 ./data//train_images/3132.png\n",
      "4864 done jpg\n",
      "4865 ./data//train_images/5945.png\n",
      "4865 done jpg\n",
      "4866 ./data//train_images/2931.png\n",
      "4866 done jpg\n",
      "4867 ./data//train_images/2684.png\n",
      "4867 done jpg\n",
      "4868 ./data//train_images/6199.png\n",
      "4868 done jpg\n",
      "4869 ./data//train_images/6008.png\n",
      "4869 done jpg\n",
      "4870 ./data//train_images/3117.png\n",
      "4870 done jpg\n",
      "4871 ./data//train_images/8820.png\n",
      "4871 done jpg\n",
      "4872 ./data//train_images/6437.png\n",
      "4872 done jpg\n",
      "4873 ./data//train_images/8549.png\n",
      "4873 done jpg\n",
      "4874 ./data//train_images/7092.png\n",
      "4874 done jpg\n",
      "4875 ./data//train_images/4205.png\n",
      "4875 done jpg\n",
      "4876 ./data//train_images/8023.png\n",
      "4876 done jpg\n",
      "4877 ./data//train_images/7131.png\n",
      "4877 done jpg\n",
      "4878 ./data//train_images/1100.png\n",
      "4878 done jpg\n",
      "4879 ./data//train_images/2902.png\n",
      "4879 done jpg\n",
      "4880 ./data//train_images/7572.png\n",
      "4880 done jpg\n",
      "4881 ./data//train_images/6283.png\n",
      "4881 done jpg\n",
      "4882 ./data//train_images/6294.png\n",
      "4882 done jpg\n",
      "4883 ./data//train_images/511.png\n",
      "4883 done jpg\n",
      "4884 ./data//train_images/3544.png\n",
      "4884 done jpg\n",
      "4885 ./data//train_images/5095.png\n",
      "4885 done jpg\n",
      "4886 ./data//train_images/7178.png\n",
      "4886 done jpg\n",
      "4887 ./data//train_images/2778.png\n",
      "4887 done jpg\n",
      "4888 ./data//train_images/4224.png\n",
      "4888 done jpg\n",
      "4889 ./data//train_images/9085.png\n",
      "4889 done jpg\n",
      "4890 ./data//train_images/3996.png\n",
      "4890 done jpg\n",
      "4891 ./data//train_images/7782.png\n",
      "4891 done jpg\n",
      "4892 ./data//train_images/5316.png\n",
      "4892 done jpg\n",
      "4893 ./data//train_images/2970.png\n",
      "4893 done jpg\n",
      "4894 ./data//train_images/1228.png\n",
      "4894 done jpg\n",
      "4895 ./data//train_images/4110.png\n",
      "4895 done jpg\n",
      "4896 ./data//train_images/4853.png\n",
      "4896 done jpg\n",
      "4897 ./data//train_images/3019.png\n",
      "4897 done jpg\n",
      "4898 ./data//train_images/5345.png\n",
      "4898 done jpg\n",
      "4899 ./data//train_images/744.png\n",
      "4899 done jpg\n",
      "4900 ./data//train_images/10107.png\n",
      "4900 done jpg\n",
      "4901 ./data//train_images/6284.png\n",
      "4901 done jpg\n",
      "4902 ./data//train_images/6173.png\n",
      "4902 done jpg\n",
      "4903 ./data//train_images/7776.png\n",
      "4903 done jpg\n",
      "4904 ./data//train_images/1246.png\n",
      "4904 done jpg\n",
      "4905 ./data//train_images/6155.png\n",
      "4905 done jpg\n",
      "4906 ./data//train_images/9681.png\n",
      "4906 done jpg\n",
      "4907 ./data//train_images/8141.png\n",
      "4907 done jpg\n",
      "4908 ./data//train_images/7807.png\n",
      "4908 done jpg\n",
      "4909 ./data//train_images/7717.png\n",
      "4909 done jpg\n",
      "4910 ./data//train_images/5770.png\n",
      "4910 done jpg\n",
      "4911 ./data//train_images/7053.png\n",
      "4911 done jpg\n",
      "4912 ./data//train_images/3177.png\n",
      "4912 done jpg\n",
      "4913 ./data//train_images/5498.png\n",
      "4913 done jpg\n",
      "4914 ./data//train_images/2760.png\n",
      "4914 done jpg\n",
      "4915 ./data//train_images/8214.png\n",
      "4915 done jpg\n",
      "4916 ./data//train_images/10578.png\n",
      "4916 done jpg\n",
      "4917 ./data//train_images/9416.png\n",
      "4917 done jpg\n",
      "4918 ./data//train_images/7471.png\n",
      "4918 done jpg\n",
      "4919 ./data//train_images/9348.png\n",
      "4919 done jpg\n",
      "4920 ./data//train_images/3548.png\n",
      "4920 done jpg\n",
      "4921 ./data//train_images/941.png\n",
      "4921 done jpg\n",
      "4922 ./data//train_images/716.png\n",
      "4922 done jpg\n",
      "4923 ./data//train_images/5372.png\n",
      "4923 done jpg\n",
      "4924 ./data//train_images/2186.png\n",
      "4924 done jpg\n",
      "4925 ./data//train_images/6138.png\n",
      "4925 done jpg\n",
      "4926 ./data//train_images/6675.png\n",
      "4926 done jpg\n",
      "4927 ./data//train_images/1874.png\n",
      "4927 done jpg\n",
      "4928 ./data//train_images/315.png\n",
      "4928 done jpg\n",
      "4929 ./data//train_images/3440.png\n",
      "4929 done jpg\n",
      "4930 ./data//train_images/8007.png\n",
      "4930 done jpg\n",
      "4931 ./data//train_images/1638.png\n",
      "4931 done jpg\n",
      "4932 ./data//train_images/1212.png\n",
      "4932 done jpg\n",
      "4933 ./data//train_images/1619.png\n",
      "4933 done jpg\n",
      "4934 ./data//train_images/6014.png\n",
      "4934 done jpg\n",
      "4935 ./data//train_images/6564.png\n",
      "4935 done jpg\n",
      "4936 ./data//train_images/1649.png\n",
      "4936 done jpg\n",
      "4937 ./data//train_images/7096.png\n",
      "4937 done jpg\n",
      "4938 ./data//train_images/5220.png\n",
      "4938 done jpg\n",
      "4939 ./data//train_images/9658.png\n",
      "4939 done jpg\n",
      "4940 ./data//train_images/9603.png\n",
      "4940 done jpg\n",
      "4941 ./data//train_images/5299.png\n",
      "4941 done jpg\n",
      "4942 ./data//train_images/4540.png\n",
      "4942 done jpg\n",
      "4943 ./data//train_images/6533.png\n",
      "4943 done jpg\n",
      "4944 ./data//train_images/4873.png\n",
      "4944 done jpg\n",
      "4945 ./data//train_images/8772.png\n",
      "4945 done jpg\n",
      "4946 ./data//train_images/7015.png\n",
      "4946 done jpg\n",
      "4947 ./data//train_images/1050.png\n",
      "4947 done jpg\n",
      "4948 ./data//train_images/8011.png\n",
      "4948 done jpg\n",
      "4949 ./data//train_images/10362.png\n",
      "4949 done jpg\n",
      "4950 ./data//train_images/5042.png\n",
      "4950 done jpg\n",
      "4951 ./data//train_images/8952.png\n",
      "4951 done jpg\n",
      "4952 ./data//train_images/10431.png\n",
      "4952 done jpg\n",
      "4953 ./data//train_images/3264.png\n",
      "4953 done jpg\n",
      "4954 ./data//train_images/6419.png\n",
      "4954 done jpg\n",
      "4955 ./data//train_images/8293.png\n",
      "4955 done jpg\n",
      "4956 ./data//train_images/4047.png\n",
      "4956 done jpg\n",
      "4957 ./data//train_images/2312.png\n",
      "4957 done jpg\n",
      "4958 ./data//train_images/2164.png\n",
      "4958 done jpg\n",
      "4959 ./data//train_images/6164.png\n",
      "4959 done jpg\n",
      "4960 ./data//train_images/7300.png\n",
      "4960 done jpg\n",
      "4961 ./data//train_images/1388.png\n",
      "4961 done jpg\n",
      "4962 ./data//train_images/8405.png\n",
      "4962 done jpg\n",
      "4963 ./data//train_images/6927.png\n",
      "4963 done jpg\n",
      "4964 ./data//train_images/44.png\n",
      "4964 done jpg\n",
      "4965 ./data//train_images/7314.png\n",
      "4965 done jpg\n",
      "4966 ./data//train_images/10056.png\n",
      "4966 done jpg\n",
      "4967 ./data//train_images/7013.png\n",
      "4967 done jpg\n",
      "4968 ./data//train_images/5005.png\n",
      "4968 done jpg\n",
      "4969 ./data//train_images/2039.png\n",
      "4969 done jpg\n",
      "4970 ./data//train_images/7617.png\n",
      "4970 done jpg\n",
      "4971 ./data//train_images/1183.png\n",
      "4971 done jpg\n",
      "4972 ./data//train_images/10371.png\n",
      "4972 done jpg\n",
      "4973 ./data//train_images/8921.png\n",
      "4973 done jpg\n",
      "4974 ./data//train_images/9420.png\n",
      "4974 done jpg\n",
      "4975 ./data//train_images/8328.png\n",
      "4975 done jpg\n",
      "4976 ./data//train_images/4469.png\n",
      "4976 done jpg\n",
      "4977 ./data//train_images/5756.png\n",
      "4977 done jpg\n",
      "4978 ./data//train_images/5261.png\n",
      "4978 done jpg\n",
      "4979 ./data//train_images/46.png\n",
      "4979 done jpg\n",
      "4980 ./data//train_images/10561.png\n",
      "4980 done jpg\n",
      "4981 ./data//train_images/6691.png\n",
      "4981 done jpg\n",
      "4982 ./data//train_images/1972.png\n",
      "4982 done jpg\n",
      "4983 ./data//train_images/5922.png\n",
      "4983 done jpg\n",
      "4984 ./data//train_images/10059.png\n",
      "4984 done jpg\n",
      "4985 ./data//train_images/6903.png\n",
      "4985 done jpg\n",
      "4986 ./data//train_images/7400.png\n",
      "4986 done jpg\n",
      "4987 ./data//train_images/1500.png\n",
      "4987 done jpg\n",
      "4988 ./data//train_images/3345.png\n",
      "4988 done jpg\n",
      "4989 ./data//train_images/2380.png\n",
      "4989 done jpg\n",
      "4990 ./data//train_images/8400.png\n",
      "4990 done jpg\n",
      "4991 ./data//train_images/6594.png\n",
      "4991 done jpg\n",
      "4992 ./data//train_images/2535.png\n",
      "4992 done jpg\n",
      "4993 ./data//train_images/3622.png\n",
      "4993 done jpg\n",
      "4994 ./data//train_images/9461.png\n",
      "4994 done jpg\n",
      "4995 ./data//train_images/6610.png\n",
      "4995 done jpg\n",
      "4996 ./data//train_images/3691.png\n",
      "4996 done jpg\n",
      "4997 ./data//train_images/7555.png\n",
      "4997 done jpg\n",
      "4998 ./data//train_images/4226.png\n",
      "4998 done jpg\n",
      "4999 ./data//train_images/9399.png\n",
      "4999 done jpg\n",
      "5000 ./data//train_images/4854.png\n",
      "5000 done jpg\n",
      "5001 ./data//train_images/9155.png\n",
      "5001 done jpg\n",
      "5002 ./data//train_images/3092.png\n",
      "5002 done jpg\n",
      "5003 ./data//train_images/6076.png\n",
      "5003 done jpg\n",
      "5004 ./data//train_images/5673.png\n",
      "5004 done jpg\n",
      "5005 ./data//train_images/514.png\n",
      "5005 done jpg\n",
      "5006 ./data//train_images/1114.png\n",
      "5006 done jpg\n",
      "5007 ./data//train_images/9108.png\n",
      "5007 done jpg\n",
      "5008 ./data//train_images/5410.png\n",
      "5008 done jpg\n",
      "5009 ./data//train_images/1552.png\n",
      "5009 done jpg\n",
      "5010 ./data//train_images/8416.png\n",
      "5010 done jpg\n",
      "5011 ./data//train_images/2025.png\n",
      "5011 done jpg\n",
      "5012 ./data//train_images/542.png\n",
      "5012 done jpg\n",
      "5013 ./data//train_images/7936.png\n",
      "5013 done jpg\n",
      "5014 ./data//train_images/5717.png\n",
      "5014 done jpg\n",
      "5015 ./data//train_images/9360.png\n",
      "5015 done jpg\n",
      "5016 ./data//train_images/4009.png\n",
      "5016 done jpg\n",
      "5017 ./data//train_images/6237.png\n",
      "5017 done jpg\n",
      "5018 ./data//train_images/10490.png\n",
      "5018 done jpg\n",
      "5019 ./data//train_images/5355.png\n",
      "5019 done jpg\n",
      "5020 ./data//train_images/4139.png\n",
      "5020 done jpg\n",
      "5021 ./data//train_images/10224.png\n",
      "5021 done jpg\n",
      "5022 ./data//train_images/1531.png\n",
      "5022 done jpg\n",
      "5023 ./data//train_images/6934.png\n",
      "5023 done jpg\n",
      "5024 ./data//train_images/3425.png\n",
      "5024 done jpg\n",
      "5025 ./data//train_images/3033.png\n",
      "5025 done jpg\n",
      "5026 ./data//train_images/8385.png\n",
      "5026 done jpg\n",
      "5027 ./data//train_images/5512.png\n",
      "5027 done jpg\n",
      "5028 ./data//train_images/1998.png\n",
      "5028 done jpg\n",
      "5029 ./data//train_images/5006.png\n",
      "5029 done jpg\n",
      "5030 ./data//train_images/5110.png\n",
      "5030 done jpg\n",
      "5031 ./data//train_images/528.png\n",
      "5031 done jpg\n",
      "5032 ./data//train_images/2953.png\n",
      "5032 done jpg\n",
      "5033 ./data//train_images/3366.png\n",
      "5033 done jpg\n",
      "5034 ./data//train_images/1421.png\n",
      "5034 done jpg\n",
      "5035 ./data//train_images/4552.png\n",
      "5035 done jpg\n",
      "5036 ./data//train_images/4990.png\n",
      "5036 done jpg\n",
      "5037 ./data//train_images/8453.png\n",
      "5037 done jpg\n",
      "5038 ./data//train_images/3829.png\n",
      "5038 done jpg\n",
      "5039 ./data//train_images/8890.png\n",
      "5039 done jpg\n",
      "5040 ./data//train_images/1743.png\n",
      "5040 done jpg\n",
      "5041 ./data//train_images/2762.png\n",
      "5041 done jpg\n",
      "5042 ./data//train_images/2817.png\n",
      "5042 done jpg\n",
      "5043 ./data//train_images/728.png\n",
      "5043 done jpg\n",
      "5044 ./data//train_images/6616.png\n",
      "5044 done jpg\n",
      "5045 ./data//train_images/1309.png\n",
      "5045 done jpg\n",
      "5046 ./data//train_images/6388.png\n",
      "5046 done jpg\n",
      "5047 ./data//train_images/5368.png\n",
      "5047 done jpg\n",
      "5048 ./data//train_images/4624.png\n",
      "5048 done jpg\n",
      "5049 ./data//train_images/1515.png\n",
      "5049 done jpg\n",
      "5050 ./data//train_images/3059.png\n",
      "5050 done jpg\n",
      "5051 ./data//train_images/3262.png\n",
      "5051 done jpg\n",
      "5052 ./data//train_images/7530.png\n",
      "5052 done jpg\n",
      "5053 ./data//train_images/8474.png\n",
      "5053 done jpg\n",
      "5054 ./data//train_images/9828.png\n",
      "5054 done jpg\n",
      "5055 ./data//train_images/5952.png\n",
      "5055 done jpg\n",
      "5056 ./data//train_images/1695.png\n",
      "5056 done jpg\n",
      "5057 ./data//train_images/3203.png\n",
      "5057 done jpg\n",
      "5058 ./data//train_images/6714.png\n",
      "5058 done jpg\n",
      "5059 ./data//train_images/9258.png\n",
      "5059 done jpg\n",
      "5060 ./data//train_images/9901.png\n",
      "5060 done jpg\n",
      "5061 ./data//train_images/7912.png\n",
      "5061 done jpg\n",
      "5062 ./data//train_images/4352.png\n",
      "5062 done jpg\n",
      "5063 ./data//train_images/7027.png\n",
      "5063 done jpg\n",
      "5064 ./data//train_images/6864.png\n",
      "5064 done jpg\n",
      "5065 ./data//train_images/726.png\n",
      "5065 done jpg\n",
      "5066 ./data//train_images/6103.png\n",
      "5066 done jpg\n",
      "5067 ./data//train_images/10047.png\n",
      "5067 done jpg\n",
      "5068 ./data//train_images/2400.png\n",
      "5068 done jpg\n",
      "5069 ./data//train_images/4725.png\n",
      "5069 done jpg\n",
      "5070 ./data//train_images/1757.png\n",
      "5070 done jpg\n",
      "5071 ./data//train_images/3509.png\n",
      "5071 done jpg\n",
      "5072 ./data//train_images/7735.png\n",
      "5072 done jpg\n",
      "5073 ./data//train_images/10573.png\n",
      "5073 done jpg\n",
      "5074 ./data//train_images/10065.png\n",
      "5074 done jpg\n",
      "5075 ./data//train_images/8196.png\n",
      "5075 done jpg\n",
      "5076 ./data//train_images/4771.png\n",
      "5076 done jpg\n",
      "5077 ./data//train_images/1235.png\n",
      "5077 done jpg\n",
      "5078 ./data//train_images/1689.png\n",
      "5078 done jpg\n",
      "5079 ./data//train_images/1275.png\n",
      "5079 done jpg\n",
      "5080 ./data//train_images/803.png\n",
      "5080 done jpg\n",
      "5081 ./data//train_images/5731.png\n",
      "5081 done jpg\n",
      "5082 ./data//train_images/8010.png\n",
      "5082 done jpg\n",
      "5083 ./data//train_images/6376.png\n",
      "5083 done jpg\n",
      "5084 ./data//train_images/2596.png\n",
      "5084 done jpg\n",
      "5085 ./data//train_images/7708.png\n",
      "5085 done jpg\n",
      "5086 ./data//train_images/2210.png\n",
      "5086 done jpg\n",
      "5087 ./data//train_images/6563.png\n",
      "5087 done jpg\n",
      "5088 ./data//train_images/4533.png\n",
      "5088 done jpg\n",
      "5089 ./data//train_images/2549.png\n",
      "5089 done jpg\n",
      "5090 ./data//train_images/63.png\n",
      "5090 done jpg\n",
      "5091 ./data//train_images/5694.png\n",
      "5091 done jpg\n",
      "5092 ./data//train_images/4658.png\n",
      "5092 done jpg\n",
      "5093 ./data//train_images/8494.png\n",
      "5093 done jpg\n",
      "5094 ./data//train_images/10291.png\n",
      "5094 done jpg\n",
      "5095 ./data//train_images/3881.png\n",
      "5095 done jpg\n",
      "5096 ./data//train_images/7487.png\n",
      "5096 done jpg\n",
      "5097 ./data//train_images/1878.png\n",
      "5097 done jpg\n",
      "5098 ./data//train_images/520.png\n",
      "5098 done jpg\n",
      "5099 ./data//train_images/256.png\n",
      "5099 done jpg\n",
      "5100 ./data//train_images/876.png\n",
      "5100 done jpg\n",
      "5101 ./data//train_images/9270.png\n",
      "5101 done jpg\n",
      "5102 ./data//train_images/5118.png\n",
      "5102 done jpg\n",
      "5103 ./data//train_images/5309.png\n",
      "5103 done jpg\n",
      "5104 ./data//train_images/5550.png\n",
      "5104 done jpg\n",
      "5105 ./data//train_images/905.png\n",
      "5105 done jpg\n",
      "5106 ./data//train_images/588.png\n",
      "5106 done jpg\n",
      "5107 ./data//train_images/5038.png\n",
      "5107 done jpg\n",
      "5108 ./data//train_images/6575.png\n",
      "5108 done jpg\n",
      "5109 ./data//train_images/2296.png\n",
      "5109 done jpg\n",
      "5110 ./data//train_images/5427.png\n",
      "5110 done jpg\n",
      "5111 ./data//train_images/1840.png\n",
      "5111 done jpg\n",
      "5112 ./data//train_images/3753.png\n",
      "5112 done jpg\n",
      "5113 ./data//train_images/1059.png\n",
      "5113 done jpg\n",
      "5114 ./data//train_images/3446.png\n",
      "5114 done jpg\n",
      "5115 ./data//train_images/9861.png\n",
      "5115 done jpg\n",
      "5116 ./data//train_images/485.png\n",
      "5116 done jpg\n",
      "5117 ./data//train_images/8759.png\n",
      "5117 done jpg\n",
      "5118 ./data//train_images/1115.png\n",
      "5118 done jpg\n",
      "5119 ./data//train_images/5962.png\n",
      "5119 done jpg\n",
      "5120 ./data//train_images/5262.png\n",
      "5120 done jpg\n",
      "5121 ./data//train_images/4895.png\n",
      "5121 done jpg\n",
      "5122 ./data//train_images/334.png\n",
      "5122 done jpg\n",
      "5123 ./data//train_images/8705.png\n",
      "5123 done jpg\n",
      "5124 ./data//train_images/200.png\n",
      "5124 done jpg\n",
      "5125 ./data//train_images/7058.png\n",
      "5125 done jpg\n",
      "5126 ./data//train_images/4447.png\n",
      "5126 done jpg\n",
      "5127 ./data//train_images/9291.png\n",
      "5127 done jpg\n",
      "5128 ./data//train_images/2900.png\n",
      "5128 done jpg\n",
      "5129 ./data//train_images/5055.png\n",
      "5129 done jpg\n",
      "5130 ./data//train_images/2079.png\n",
      "5130 done jpg\n",
      "5131 ./data//train_images/401.png\n",
      "5131 done jpg\n",
      "5132 ./data//train_images/8160.png\n",
      "5132 done jpg\n",
      "5133 ./data//train_images/7812.png\n",
      "5133 done jpg\n",
      "5134 ./data//train_images/9990.png\n",
      "5134 done jpg\n",
      "5135 ./data//train_images/5617.png\n",
      "5135 done jpg\n",
      "5136 ./data//train_images/6209.png\n",
      "5136 done jpg\n",
      "5137 ./data//train_images/117.png\n",
      "5137 done jpg\n",
      "5138 ./data//train_images/7525.png\n",
      "5138 done jpg\n",
      "5139 ./data//train_images/2662.png\n",
      "5139 done jpg\n",
      "5140 ./data//train_images/57.png\n",
      "5140 done jpg\n",
      "5141 ./data//train_images/6156.png\n",
      "5141 done jpg\n",
      "5142 ./data//train_images/8682.png\n",
      "5142 done jpg\n",
      "5143 ./data//train_images/3809.png\n",
      "5143 done jpg\n",
      "5144 ./data//train_images/3260.png\n",
      "5144 done jpg\n",
      "5145 ./data//train_images/8235.png\n",
      "5145 done jpg\n",
      "5146 ./data//train_images/2880.png\n",
      "5146 done jpg\n",
      "5147 ./data//train_images/1374.png\n",
      "5147 done jpg\n",
      "5148 ./data//train_images/8807.png\n",
      "5148 done jpg\n",
      "5149 ./data//train_images/3251.png\n",
      "5149 done jpg\n",
      "5150 ./data//train_images/9579.png\n",
      "5150 done jpg\n",
      "5151 ./data//train_images/5876.png\n",
      "5151 done jpg\n",
      "5152 ./data//train_images/7322.png\n",
      "5152 done jpg\n",
      "5153 ./data//train_images/10072.png\n",
      "5153 done jpg\n",
      "5154 ./data//train_images/9912.png\n",
      "5154 done jpg\n",
      "5155 ./data//train_images/3028.png\n",
      "5155 done jpg\n",
      "5156 ./data//train_images/658.png\n",
      "5156 done jpg\n",
      "5157 ./data//train_images/8553.png\n",
      "5157 done jpg\n",
      "5158 ./data//train_images/10518.png\n",
      "5158 done jpg\n",
      "5159 ./data//train_images/4424.png\n",
      "5159 done jpg\n",
      "5160 ./data//train_images/6181.png\n",
      "5160 done jpg\n",
      "5161 ./data//train_images/6087.png\n",
      "5161 done jpg\n",
      "5162 ./data//train_images/9158.png\n",
      "5162 done jpg\n",
      "5163 ./data//train_images/5307.png\n",
      "5163 done jpg\n",
      "5164 ./data//train_images/4042.png\n",
      "5164 done jpg\n",
      "5165 ./data//train_images/2110.png\n",
      "5165 done jpg\n",
      "5166 ./data//train_images/4186.png\n",
      "5166 done jpg\n",
      "5167 ./data//train_images/8032.png\n",
      "5167 done jpg\n",
      "5168 ./data//train_images/5172.png\n",
      "5168 done jpg\n",
      "5169 ./data//train_images/2576.png\n",
      "5169 done jpg\n",
      "5170 ./data//train_images/209.png\n",
      "5170 done jpg\n",
      "5171 ./data//train_images/1156.png\n",
      "5171 done jpg\n",
      "5172 ./data//train_images/2779.png\n",
      "5172 done jpg\n",
      "5173 ./data//train_images/5174.png\n",
      "5173 done jpg\n",
      "5174 ./data//train_images/6910.png\n",
      "5174 done jpg\n",
      "5175 ./data//train_images/618.png\n",
      "5175 done jpg\n",
      "5176 ./data//train_images/7432.png\n",
      "5176 done jpg\n",
      "5177 ./data//train_images/5171.png\n",
      "5177 done jpg\n",
      "5178 ./data//train_images/8150.png\n",
      "5178 done jpg\n",
      "5179 ./data//train_images/5674.png\n",
      "5179 done jpg\n",
      "5180 ./data//train_images/8024.png\n",
      "5180 done jpg\n",
      "5181 ./data//train_images/6305.png\n",
      "5181 done jpg\n",
      "5182 ./data//train_images/3303.png\n",
      "5182 done jpg\n",
      "5183 ./data//train_images/9459.png\n",
      "5183 done jpg\n",
      "5184 ./data//train_images/3030.png\n",
      "5184 done jpg\n",
      "5185 ./data//train_images/1123.png\n",
      "5185 done jpg\n",
      "5186 ./data//train_images/9370.png\n",
      "5186 done jpg\n",
      "5187 ./data//train_images/10449.png\n",
      "5187 done jpg\n",
      "5188 ./data//train_images/8661.png\n",
      "5188 done jpg\n",
      "5189 ./data//train_images/8146.png\n",
      "5189 done jpg\n",
      "5190 ./data//train_images/5831.png\n",
      "5190 done jpg\n",
      "5191 ./data//train_images/3411.png\n",
      "5191 done jpg\n",
      "5192 ./data//train_images/7454.png\n",
      "5192 done jpg\n",
      "5193 ./data//train_images/2179.png\n",
      "5193 done jpg\n",
      "5194 ./data//train_images/1067.png\n",
      "5194 done jpg\n",
      "5195 ./data//train_images/9867.png\n",
      "5195 done jpg\n",
      "5196 ./data//train_images/4379.png\n",
      "5196 done jpg\n",
      "5197 ./data//train_images/8.png\n",
      "5197 done jpg\n",
      "5198 ./data//train_images/64.png\n",
      "5198 done jpg\n",
      "5199 ./data//train_images/385.png\n",
      "5199 done jpg\n",
      "5200 ./data//train_images/1252.png\n",
      "5200 done jpg\n",
      "5201 ./data//train_images/6416.png\n",
      "5201 done jpg\n",
      "5202 ./data//train_images/10374.png\n",
      "5202 done jpg\n",
      "5203 ./data//train_images/4308.png\n",
      "5203 done jpg\n",
      "5204 ./data//train_images/2840.png\n",
      "5204 done jpg\n",
      "5205 ./data//train_images/8377.png\n",
      "5205 done jpg\n",
      "5206 ./data//train_images/8005.png\n",
      "5206 done jpg\n",
      "5207 ./data//train_images/1264.png\n",
      "5207 done jpg\n",
      "5208 ./data//train_images/1288.png\n",
      "5208 done jpg\n",
      "5209 ./data//train_images/8547.png\n",
      "5209 done jpg\n",
      "5210 ./data//train_images/10515.png\n",
      "5210 done jpg\n",
      "5211 ./data//train_images/7788.png\n",
      "5211 done jpg\n",
      "5212 ./data//train_images/5698.png\n",
      "5212 done jpg\n",
      "5213 ./data//train_images/1160.png\n",
      "5213 done jpg\n",
      "5214 ./data//train_images/2563.png\n",
      "5214 done jpg\n",
      "5215 ./data//train_images/1958.png\n",
      "5215 done jpg\n",
      "5216 ./data//train_images/4377.png\n",
      "5216 done jpg\n",
      "5217 ./data//train_images/8791.png\n",
      "5217 done jpg\n",
      "5218 ./data//train_images/8924.png\n",
      "5218 done jpg\n",
      "5219 ./data//train_images/6089.png\n",
      "5219 done jpg\n",
      "5220 ./data//train_images/6568.png\n",
      "5220 done jpg\n",
      "5221 ./data//train_images/427.png\n",
      "5221 done jpg\n",
      "5222 ./data//train_images/4701.png\n",
      "5222 done jpg\n",
      "5223 ./data//train_images/6047.png\n",
      "5223 done jpg\n",
      "5224 ./data//train_images/2360.png\n",
      "5224 done jpg\n",
      "5225 ./data//train_images/383.png\n",
      "5225 done jpg\n",
      "5226 ./data//train_images/3319.png\n",
      "5226 done jpg\n",
      "5227 ./data//train_images/9120.png\n",
      "5227 done jpg\n",
      "5228 ./data//train_images/10318.png\n",
      "5228 done jpg\n",
      "5229 ./data//train_images/9336.png\n",
      "5229 done jpg\n",
      "5230 ./data//train_images/4902.png\n",
      "5230 done jpg\n",
      "5231 ./data//train_images/6775.png\n",
      "5231 done jpg\n",
      "5232 ./data//train_images/9514.png\n",
      "5232 done jpg\n",
      "5233 ./data//train_images/6036.png\n",
      "5233 done jpg\n",
      "5234 ./data//train_images/7367.png\n",
      "5234 done jpg\n",
      "5235 ./data//train_images/6433.png\n",
      "5235 done jpg\n",
      "5236 ./data//train_images/8355.png\n",
      "5236 done jpg\n",
      "5237 ./data//train_images/6868.png\n",
      "5237 done jpg\n",
      "5238 ./data//train_images/1987.png\n",
      "5238 done jpg\n",
      "5239 ./data//train_images/6753.png\n",
      "5239 done jpg\n",
      "5240 ./data//train_images/1465.png\n",
      "5240 done jpg\n",
      "5241 ./data//train_images/10245.png\n",
      "5241 done jpg\n",
      "5242 ./data//train_images/2261.png\n",
      "5242 done jpg\n",
      "5243 ./data//train_images/5973.png\n",
      "5243 done jpg\n",
      "5244 ./data//train_images/7005.png\n",
      "5244 done jpg\n",
      "5245 ./data//train_images/2664.png\n",
      "5245 done jpg\n",
      "5246 ./data//train_images/8885.png\n",
      "5246 done jpg\n",
      "5247 ./data//train_images/6509.png\n",
      "5247 done jpg\n",
      "5248 ./data//train_images/10425.png\n",
      "5248 done jpg\n",
      "5249 ./data//train_images/616.png\n",
      "5249 done jpg\n",
      "5250 ./data//train_images/9463.png\n",
      "5250 done jpg\n",
      "5251 ./data//train_images/4741.png\n",
      "5251 done jpg\n",
      "5252 ./data//train_images/2027.png\n",
      "5252 done jpg\n",
      "5253 ./data//train_images/8380.png\n",
      "5253 done jpg\n",
      "5254 ./data//train_images/7462.png\n",
      "5254 done jpg\n",
      "5255 ./data//train_images/6622.png\n",
      "5255 done jpg\n",
      "5256 ./data//train_images/9700.png\n",
      "5256 done jpg\n",
      "5257 ./data//train_images/890.png\n",
      "5257 done jpg\n",
      "5258 ./data//train_images/3605.png\n",
      "5258 done jpg\n",
      "5259 ./data//train_images/6116.png\n",
      "5259 done jpg\n",
      "5260 ./data//train_images/504.png\n",
      "5260 done jpg\n",
      "5261 ./data//train_images/8912.png\n",
      "5261 done jpg\n",
      "5262 ./data//train_images/3500.png\n",
      "5262 done jpg\n",
      "5263 ./data//train_images/8958.png\n",
      "5263 done jpg\n",
      "5264 ./data//train_images/8324.png\n",
      "5264 done jpg\n",
      "5265 ./data//train_images/2759.png\n",
      "5265 done jpg\n",
      "5266 ./data//train_images/4128.png\n",
      "5266 done jpg\n",
      "5267 ./data//train_images/5358.png\n",
      "5267 done jpg\n",
      "5268 ./data//train_images/6805.png\n",
      "5268 done jpg\n",
      "5269 ./data//train_images/6082.png\n",
      "5269 done jpg\n",
      "5270 ./data//train_images/105.png\n",
      "5270 done jpg\n",
      "5271 ./data//train_images/8419.png\n",
      "5271 done jpg\n",
      "5272 ./data//train_images/8900.png\n",
      "5272 done jpg\n",
      "5273 ./data//train_images/10244.png\n",
      "5273 done jpg\n",
      "5274 ./data//train_images/1168.png\n",
      "5274 done jpg\n",
      "5275 ./data//train_images/83.png\n",
      "5275 done jpg\n",
      "5276 ./data//train_images/1662.png\n",
      "5276 done jpg\n",
      "5277 ./data//train_images/4218.png\n",
      "5277 done jpg\n",
      "5278 ./data//train_images/6167.png\n",
      "5278 done jpg\n",
      "5279 ./data//train_images/8525.png\n",
      "5279 done jpg\n",
      "5280 ./data//train_images/7266.png\n",
      "5280 done jpg\n",
      "5281 ./data//train_images/9863.png\n",
      "5281 done jpg\n",
      "5282 ./data//train_images/8942.png\n",
      "5282 done jpg\n",
      "5283 ./data//train_images/4267.png\n",
      "5283 done jpg\n",
      "5284 ./data//train_images/3363.png\n",
      "5284 done jpg\n",
      "5285 ./data//train_images/4754.png\n",
      "5285 done jpg\n",
      "5286 ./data//train_images/411.png\n",
      "5286 done jpg\n",
      "5287 ./data//train_images/3576.png\n",
      "5287 done jpg\n",
      "5288 ./data//train_images/704.png\n",
      "5288 done jpg\n",
      "5289 ./data//train_images/2101.png\n",
      "5289 done jpg\n",
      "5290 ./data//train_images/8834.png\n",
      "5290 done jpg\n",
      "5291 ./data//train_images/9357.png\n",
      "5291 done jpg\n",
      "5292 ./data//train_images/6829.png\n",
      "5292 done jpg\n",
      "5293 ./data//train_images/4143.png\n",
      "5293 done jpg\n",
      "5294 ./data//train_images/6017.png\n",
      "5294 done jpg\n",
      "5295 ./data//train_images/9166.png\n",
      "5295 done jpg\n",
      "5296 ./data//train_images/3636.png\n",
      "5296 done jpg\n",
      "5297 ./data//train_images/3199.png\n",
      "5297 done jpg\n",
      "5298 ./data//train_images/5383.png\n",
      "5298 done jpg\n",
      "5299 ./data//train_images/175.png\n",
      "5299 done jpg\n",
      "5300 ./data//train_images/5483.png\n",
      "5300 done jpg\n",
      "5301 ./data//train_images/10579.png\n",
      "5301 done jpg\n",
      "5302 ./data//train_images/601.png\n",
      "5302 done jpg\n",
      "5303 ./data//train_images/1415.png\n",
      "5303 done jpg\n",
      "5304 ./data//train_images/8512.png\n",
      "5304 done jpg\n",
      "5305 ./data//train_images/4351.png\n",
      "5305 done jpg\n",
      "5306 ./data//train_images/1423.png\n",
      "5306 done jpg\n",
      "5307 ./data//train_images/3390.png\n",
      "5307 done jpg\n",
      "5308 ./data//train_images/2712.png\n",
      "5308 done jpg\n",
      "5309 ./data//train_images/7295.png\n",
      "5309 done jpg\n",
      "5310 ./data//train_images/9988.png\n",
      "5310 done jpg\n",
      "5311 ./data//train_images/2742.png\n",
      "5311 done jpg\n",
      "5312 ./data//train_images/6043.png\n",
      "5312 done jpg\n",
      "5313 ./data//train_images/30.png\n",
      "5313 done jpg\n",
      "5314 ./data//train_images/2159.png\n",
      "5314 done jpg\n",
      "5315 ./data//train_images/7299.png\n",
      "5315 done jpg\n",
      "5316 ./data//train_images/2994.png\n",
      "5316 done jpg\n",
      "5317 ./data//train_images/763.png\n",
      "5317 done jpg\n",
      "5318 ./data//train_images/1267.png\n",
      "5318 done jpg\n",
      "5319 ./data//train_images/9320.png\n",
      "5319 done jpg\n",
      "5320 ./data//train_images/1854.png\n",
      "5320 done jpg\n",
      "5321 ./data//train_images/4784.png\n",
      "5321 done jpg\n",
      "5322 ./data//train_images/7830.png\n",
      "5322 done jpg\n",
      "5323 ./data//train_images/7346.png\n",
      "5323 done jpg\n",
      "5324 ./data//train_images/8002.png\n",
      "5324 done jpg\n",
      "5325 ./data//train_images/10283.png\n",
      "5325 done jpg\n",
      "5326 ./data//train_images/404.png\n",
      "5326 done jpg\n",
      "5327 ./data//train_images/6277.png\n",
      "5327 done jpg\n",
      "5328 ./data//train_images/2908.png\n",
      "5328 done jpg\n",
      "5329 ./data//train_images/605.png\n",
      "5329 done jpg\n",
      "5330 ./data//train_images/10508.png\n",
      "5330 done jpg\n",
      "5331 ./data//train_images/8519.png\n",
      "5331 done jpg\n",
      "5332 ./data//train_images/4838.png\n",
      "5332 done jpg\n",
      "5333 ./data//train_images/1995.png\n",
      "5333 done jpg\n",
      "5334 ./data//train_images/6933.png\n",
      "5334 done jpg\n",
      "5335 ./data//train_images/707.png\n",
      "5335 done jpg\n",
      "5336 ./data//train_images/5295.png\n",
      "5336 done jpg\n",
      "5337 ./data//train_images/2450.png\n",
      "5337 done jpg\n",
      "5338 ./data//train_images/7565.png\n",
      "5338 done jpg\n",
      "5339 ./data//train_images/5817.png\n",
      "5339 done jpg\n",
      "5340 ./data//train_images/7048.png\n",
      "5340 done jpg\n",
      "5341 ./data//train_images/4927.png\n",
      "5341 done jpg\n",
      "5342 ./data//train_images/9820.png\n",
      "5342 done jpg\n",
      "5343 ./data//train_images/8083.png\n",
      "5343 done jpg\n",
      "5344 ./data//train_images/7153.png\n",
      "5344 done jpg\n",
      "5345 ./data//train_images/2112.png\n",
      "5345 done jpg\n",
      "5346 ./data//train_images/2230.png\n",
      "5346 done jpg\n",
      "5347 ./data//train_images/535.png\n",
      "5347 done jpg\n",
      "5348 ./data//train_images/1690.png\n",
      "5348 done jpg\n",
      "5349 ./data//train_images/10483.png\n",
      "5349 done jpg\n",
      "5350 ./data//train_images/962.png\n",
      "5350 done jpg\n",
      "5351 ./data//train_images/6474.png\n",
      "5351 done jpg\n",
      "5352 ./data//train_images/4749.png\n",
      "5352 done jpg\n",
      "5353 ./data//train_images/8283.png\n",
      "5353 done jpg\n",
      "5354 ./data//train_images/3891.png\n",
      "5354 done jpg\n",
      "5355 ./data//train_images/1530.png\n",
      "5355 done jpg\n",
      "5356 ./data//train_images/1586.png\n",
      "5356 done jpg\n",
      "5357 ./data//train_images/3064.png\n",
      "5357 done jpg\n",
      "5358 ./data//train_images/10231.png\n",
      "5358 done jpg\n",
      "5359 ./data//train_images/3457.png\n",
      "5359 done jpg\n",
      "5360 ./data//train_images/2895.png\n",
      "5360 done jpg\n",
      "5361 ./data//train_images/9849.png\n",
      "5361 done jpg\n",
      "5362 ./data//train_images/4803.png\n",
      "5362 done jpg\n",
      "5363 ./data//train_images/9343.png\n",
      "5363 done jpg\n",
      "5364 ./data//train_images/7043.png\n",
      "5364 done jpg\n",
      "5365 ./data//train_images/9991.png\n",
      "5365 done jpg\n",
      "5366 ./data//train_images/367.png\n",
      "5366 done jpg\n",
      "5367 ./data//train_images/969.png\n",
      "5367 done jpg\n",
      "5368 ./data//train_images/10410.png\n",
      "5368 done jpg\n",
      "5369 ./data//train_images/8810.png\n",
      "5369 done jpg\n",
      "5370 ./data//train_images/7668.png\n",
      "5370 done jpg\n",
      "5371 ./data//train_images/1507.png\n",
      "5371 done jpg\n",
      "5372 ./data//train_images/9368.png\n",
      "5372 done jpg\n",
      "5373 ./data//train_images/9483.png\n",
      "5373 done jpg\n",
      "5374 ./data//train_images/8596.png\n",
      "5374 done jpg\n",
      "5375 ./data//train_images/9058.png\n",
      "5375 done jpg\n",
      "5376 ./data//train_images/4006.png\n",
      "5376 done jpg\n",
      "5377 ./data//train_images/6010.png\n",
      "5377 done jpg\n",
      "5378 ./data//train_images/3158.png\n",
      "5378 done jpg\n",
      "5379 ./data//train_images/9812.png\n",
      "5379 done jpg\n",
      "5380 ./data//train_images/1600.png\n",
      "5380 done jpg\n",
      "5381 ./data//train_images/3490.png\n",
      "5381 done jpg\n",
      "5382 ./data//train_images/1409.png\n",
      "5382 done jpg\n",
      "5383 ./data//train_images/921.png\n",
      "5383 done jpg\n",
      "5384 ./data//train_images/4703.png\n",
      "5384 done jpg\n",
      "5385 ./data//train_images/8907.png\n",
      "5385 done jpg\n",
      "5386 ./data//train_images/9281.png\n",
      "5386 done jpg\n",
      "5387 ./data//train_images/185.png\n",
      "5387 done jpg\n",
      "5388 ./data//train_images/6876.png\n",
      "5388 done jpg\n",
      "5389 ./data//train_images/9062.png\n",
      "5389 done jpg\n",
      "5390 ./data//train_images/2591.png\n",
      "5390 done jpg\n",
      "5391 ./data//train_images/6002.png\n",
      "5391 done jpg\n",
      "5392 ./data//train_images/3113.png\n",
      "5392 done jpg\n",
      "5393 ./data//train_images/5137.png\n",
      "5393 done jpg\n",
      "5394 ./data//train_images/3493.png\n",
      "5394 done jpg\n",
      "5395 ./data//train_images/10331.png\n",
      "5395 done jpg\n",
      "5396 ./data//train_images/7394.png\n",
      "5396 done jpg\n",
      "5397 ./data//train_images/9047.png\n",
      "5397 done jpg\n",
      "5398 ./data//train_images/7320.png\n",
      "5398 done jpg\n",
      "5399 ./data//train_images/5907.png\n",
      "5399 done jpg\n",
      "5400 ./data//train_images/39.png\n",
      "5400 done jpg\n",
      "5401 ./data//train_images/1642.png\n",
      "5401 done jpg\n",
      "5402 ./data//train_images/7763.png\n",
      "5402 done jpg\n",
      "5403 ./data//train_images/6982.png\n",
      "5403 done jpg\n",
      "5404 ./data//train_images/7014.png\n",
      "5404 done jpg\n",
      "5405 ./data//train_images/10477.png\n",
      "5405 done jpg\n",
      "5406 ./data//train_images/1078.png\n",
      "5406 done jpg\n",
      "5407 ./data//train_images/9439.png\n",
      "5407 done jpg\n",
      "5408 ./data//train_images/7833.png\n",
      "5408 done jpg\n",
      "5409 ./data//train_images/5987.png\n",
      "5409 done jpg\n",
      "5410 ./data//train_images/6880.png\n",
      "5410 done jpg\n",
      "5411 ./data//train_images/7754.png\n",
      "5411 done jpg\n",
      "5412 ./data//train_images/3884.png\n",
      "5412 done jpg\n",
      "5413 ./data//train_images/92.png\n",
      "5413 done jpg\n",
      "5414 ./data//train_images/625.png\n",
      "5414 done jpg\n",
      "5415 ./data//train_images/8546.png\n",
      "5415 done jpg\n",
      "5416 ./data//train_images/5679.png\n",
      "5416 done jpg\n",
      "5417 ./data//train_images/10096.png\n",
      "5417 done jpg\n",
      "5418 ./data//train_images/8490.png\n",
      "5418 done jpg\n",
      "5419 ./data//train_images/5373.png\n",
      "5419 done jpg\n",
      "5420 ./data//train_images/560.png\n",
      "5420 done jpg\n",
      "5421 ./data//train_images/325.png\n",
      "5421 done jpg\n",
      "5422 ./data//train_images/8613.png\n",
      "5422 done jpg\n",
      "5423 ./data//train_images/644.png\n",
      "5423 done jpg\n",
      "5424 ./data//train_images/4298.png\n",
      "5424 done jpg\n",
      "5425 ./data//train_images/652.png\n",
      "5425 done jpg\n",
      "5426 ./data//train_images/4714.png\n",
      "5426 done jpg\n",
      "5427 ./data//train_images/3923.png\n",
      "5427 done jpg\n",
      "5428 ./data//train_images/10121.png\n",
      "5428 done jpg\n",
      "5429 ./data//train_images/4203.png\n",
      "5429 done jpg\n",
      "5430 ./data//train_images/3747.png\n",
      "5430 done jpg\n",
      "5431 ./data//train_images/2067.png\n",
      "5431 done jpg\n",
      "5432 ./data//train_images/2630.png\n",
      "5432 done jpg\n",
      "5433 ./data//train_images/1008.png\n",
      "5433 done jpg\n",
      "5434 ./data//train_images/9077.png\n",
      "5434 done jpg\n",
      "5435 ./data//train_images/3773.png\n",
      "5435 done jpg\n",
      "5436 ./data//train_images/4639.png\n",
      "5436 done jpg\n",
      "5437 ./data//train_images/1898.png\n",
      "5437 done jpg\n",
      "5438 ./data//train_images/4016.png\n",
      "5438 done jpg\n",
      "5439 ./data//train_images/4548.png\n",
      "5439 done jpg\n",
      "5440 ./data//train_images/5626.png\n",
      "5440 done jpg\n",
      "5441 ./data//train_images/9438.png\n",
      "5441 done jpg\n",
      "5442 ./data//train_images/1347.png\n",
      "5442 done jpg\n",
      "5443 ./data//train_images/5692.png\n",
      "5443 done jpg\n",
      "5444 ./data//train_images/5154.png\n",
      "5444 done jpg\n",
      "5445 ./data//train_images/3823.png\n",
      "5445 done jpg\n",
      "5446 ./data//train_images/1383.png\n",
      "5446 done jpg\n",
      "5447 ./data//train_images/8560.png\n",
      "5447 done jpg\n",
      "5448 ./data//train_images/4043.png\n",
      "5448 done jpg\n",
      "5449 ./data//train_images/1106.png\n",
      "5449 done jpg\n",
      "5450 ./data//train_images/9733.png\n",
      "5450 done jpg\n",
      "5451 ./data//train_images/3382.png\n",
      "5451 done jpg\n",
      "5452 ./data//train_images/7460.png\n",
      "5452 done jpg\n",
      "5453 ./data//train_images/3296.png\n",
      "5453 done jpg\n",
      "5454 ./data//train_images/7740.png\n",
      "5454 done jpg\n",
      "5455 ./data//train_images/9287.png\n",
      "5455 done jpg\n",
      "5456 ./data//train_images/7172.png\n",
      "5456 done jpg\n",
      "5457 ./data//train_images/9475.png\n",
      "5457 done jpg\n",
      "5458 ./data//train_images/10426.png\n",
      "5458 done jpg\n",
      "5459 ./data//train_images/318.png\n",
      "5459 done jpg\n",
      "5460 ./data//train_images/521.png\n",
      "5460 done jpg\n",
      "5461 ./data//train_images/878.png\n",
      "5461 done jpg\n",
      "5462 ./data//train_images/8120.png\n",
      "5462 done jpg\n",
      "5463 ./data//train_images/7477.png\n",
      "5463 done jpg\n",
      "5464 ./data//train_images/4274.png\n",
      "5464 done jpg\n",
      "5465 ./data//train_images/8888.png\n",
      "5465 done jpg\n",
      "5466 ./data//train_images/2867.png\n",
      "5466 done jpg\n",
      "5467 ./data//train_images/7938.png\n",
      "5467 done jpg\n",
      "5468 ./data//train_images/3138.png\n",
      "5468 done jpg\n",
      "5469 ./data//train_images/2367.png\n",
      "5469 done jpg\n",
      "5470 ./data//train_images/1837.png\n",
      "5470 done jpg\n",
      "5471 ./data//train_images/9645.png\n",
      "5471 done jpg\n",
      "5472 ./data//train_images/4299.png\n",
      "5472 done jpg\n",
      "5473 ./data//train_images/7448.png\n",
      "5473 done jpg\n",
      "5474 ./data//train_images/7787.png\n",
      "5474 done jpg\n",
      "5475 ./data//train_images/2855.png\n",
      "5475 done jpg\n",
      "5476 ./data//train_images/3140.png\n",
      "5476 done jpg\n",
      "5477 ./data//train_images/498.png\n",
      "5477 done jpg\n",
      "5478 ./data//train_images/8130.png\n",
      "5478 done jpg\n",
      "5479 ./data//train_images/8123.png\n",
      "5479 done jpg\n",
      "5480 ./data//train_images/3125.png\n",
      "5480 done jpg\n",
      "5481 ./data//train_images/9822.png\n",
      "5481 done jpg\n",
      "5482 ./data//train_images/8204.png\n",
      "5482 done jpg\n",
      "5483 ./data//train_images/4464.png\n",
      "5483 done jpg\n",
      "5484 ./data//train_images/3835.png\n",
      "5484 done jpg\n",
      "5485 ./data//train_images/10369.png\n",
      "5485 done jpg\n",
      "5486 ./data//train_images/2060.png\n",
      "5486 done jpg\n",
      "5487 ./data//train_images/5722.png\n",
      "5487 done jpg\n",
      "5488 ./data//train_images/1774.png\n",
      "5488 done jpg\n",
      "5489 ./data//train_images/232.png\n",
      "5489 done jpg\n",
      "5490 ./data//train_images/4455.png\n",
      "5490 done jpg\n",
      "5491 ./data//train_images/1006.png\n",
      "5491 done jpg\n",
      "5492 ./data//train_images/7031.png\n",
      "5492 done jpg\n",
      "5493 ./data//train_images/5459.png\n",
      "5493 done jpg\n",
      "5494 ./data//train_images/7511.png\n",
      "5494 done jpg\n",
      "5495 ./data//train_images/6210.png\n",
      "5495 done jpg\n",
      "5496 ./data//train_images/1419.png\n",
      "5496 done jpg\n",
      "5497 ./data//train_images/486.png\n",
      "5497 done jpg\n",
      "5498 ./data//train_images/2587.png\n",
      "5498 done jpg\n",
      "5499 ./data//train_images/1052.png\n",
      "5499 done jpg\n",
      "5500 ./data//train_images/2882.png\n",
      "5500 done jpg\n",
      "5501 ./data//train_images/4202.png\n",
      "5501 done jpg\n",
      "5502 ./data//train_images/623.png\n",
      "5502 done jpg\n",
      "5503 ./data//train_images/5740.png\n",
      "5503 done jpg\n",
      "5504 ./data//train_images/8049.png\n",
      "5504 done jpg\n",
      "5505 ./data//train_images/7179.png\n",
      "5505 done jpg\n",
      "5506 ./data//train_images/9374.png\n",
      "5506 done jpg\n",
      "5507 ./data//train_images/3781.png\n",
      "5507 done jpg\n",
      "5508 ./data//train_images/257.png\n",
      "5508 done jpg\n",
      "5509 ./data//train_images/9059.png\n",
      "5509 done jpg\n",
      "5510 ./data//train_images/7123.png\n",
      "5510 done jpg\n",
      "5511 ./data//train_images/7971.png\n",
      "5511 done jpg\n",
      "5512 ./data//train_images/1012.png\n",
      "5512 done jpg\n",
      "5513 ./data//train_images/455.png\n",
      "5513 done jpg\n",
      "5514 ./data//train_images/10367.png\n",
      "5514 done jpg\n",
      "5515 ./data//train_images/5928.png\n",
      "5515 done jpg\n",
      "5516 ./data//train_images/1864.png\n",
      "5516 done jpg\n",
      "5517 ./data//train_images/7634.png\n",
      "5517 done jpg\n",
      "5518 ./data//train_images/4582.png\n",
      "5518 done jpg\n",
      "5519 ./data//train_images/8836.png\n",
      "5519 done jpg\n",
      "5520 ./data//train_images/1658.png\n",
      "5520 done jpg\n",
      "5521 ./data//train_images/2232.png\n",
      "5521 done jpg\n",
      "5522 ./data//train_images/4993.png\n",
      "5522 done jpg\n",
      "5523 ./data//train_images/10324.png\n",
      "5523 done jpg\n",
      "5524 ./data//train_images/8797.png\n",
      "5524 done jpg\n",
      "5525 ./data//train_images/8541.png\n",
      "5525 done jpg\n",
      "5526 ./data//train_images/2411.png\n",
      "5526 done jpg\n",
      "5527 ./data//train_images/1364.png\n",
      "5527 done jpg\n",
      "5528 ./data//train_images/5614.png\n",
      "5528 done jpg\n",
      "5529 ./data//train_images/10023.png\n",
      "5529 done jpg\n",
      "5530 ./data//train_images/9279.png\n",
      "5530 done jpg\n",
      "5531 ./data//train_images/287.png\n",
      "5531 done jpg\n",
      "5532 ./data//train_images/4761.png\n",
      "5532 done jpg\n",
      "5533 ./data//train_images/3859.png\n",
      "5533 done jpg\n",
      "5534 ./data//train_images/9986.png\n",
      "5534 done jpg\n",
      "5535 ./data//train_images/6001.png\n",
      "5535 done jpg\n",
      "5536 ./data//train_images/6374.png\n",
      "5536 done jpg\n",
      "5537 ./data//train_images/436.png\n",
      "5537 done jpg\n",
      "5538 ./data//train_images/3308.png\n",
      "5538 done jpg\n",
      "5539 ./data//train_images/573.png\n",
      "5539 done jpg\n",
      "5540 ./data//train_images/10177.png\n",
      "5540 done jpg\n",
      "5541 ./data//train_images/8793.png\n",
      "5541 done jpg\n",
      "5542 ./data//train_images/3143.png\n",
      "5542 done jpg\n",
      "5543 ./data//train_images/10266.png\n",
      "5543 done jpg\n",
      "5544 ./data//train_images/3236.png\n",
      "5544 done jpg\n",
      "5545 ./data//train_images/1591.png\n",
      "5545 done jpg\n",
      "5546 ./data//train_images/9958.png\n",
      "5546 done jpg\n",
      "5547 ./data//train_images/5589.png\n",
      "5547 done jpg\n",
      "5548 ./data//train_images/6648.png\n",
      "5548 done jpg\n",
      "5549 ./data//train_images/3987.png\n",
      "5549 done jpg\n",
      "5550 ./data//train_images/4033.png\n",
      "5550 done jpg\n",
      "5551 ./data//train_images/8768.png\n",
      "5551 done jpg\n",
      "5552 ./data//train_images/6179.png\n",
      "5552 done jpg\n",
      "5553 ./data//train_images/5377.png\n",
      "5553 done jpg\n",
      "5554 ./data//train_images/3453.png\n",
      "5554 done jpg\n",
      "5555 ./data//train_images/3908.png\n",
      "5555 done jpg\n",
      "5556 ./data//train_images/7146.png\n",
      "5556 done jpg\n",
      "5557 ./data//train_images/2072.png\n",
      "5557 done jpg\n",
      "5558 ./data//train_images/2059.png\n",
      "5558 done jpg\n",
      "5559 ./data//train_images/2095.png\n",
      "5559 done jpg\n",
      "5560 ./data//train_images/2871.png\n",
      "5560 done jpg\n",
      "5561 ./data//train_images/8977.png\n",
      "5561 done jpg\n",
      "5562 ./data//train_images/7062.png\n",
      "5562 done jpg\n",
      "5563 ./data//train_images/3339.png\n",
      "5563 done jpg\n",
      "5564 ./data//train_images/7218.png\n",
      "5564 done jpg\n",
      "5565 ./data//train_images/6677.png\n",
      "5565 done jpg\n",
      "5566 ./data//train_images/8721.png\n",
      "5566 done jpg\n",
      "5567 ./data//train_images/5054.png\n",
      "5567 done jpg\n",
      "5568 ./data//train_images/9016.png\n",
      "5568 done jpg\n",
      "5569 ./data//train_images/7609.png\n",
      "5569 done jpg\n",
      "5570 ./data//train_images/2305.png\n",
      "5570 done jpg\n",
      "5571 ./data//train_images/4623.png\n",
      "5571 done jpg\n",
      "5572 ./data//train_images/7425.png\n",
      "5572 done jpg\n",
      "5573 ./data//train_images/9299.png\n",
      "5573 done jpg\n",
      "5574 ./data//train_images/7143.png\n",
      "5574 done jpg\n",
      "5575 ./data//train_images/9146.png\n",
      "5575 done jpg\n",
      "5576 ./data//train_images/6297.png\n",
      "5576 done jpg\n",
      "5577 ./data//train_images/1686.png\n",
      "5577 done jpg\n",
      "5578 ./data//train_images/8311.png\n",
      "5578 done jpg\n",
      "5579 ./data//train_images/722.png\n",
      "5579 done jpg\n",
      "5580 ./data//train_images/1682.png\n",
      "5580 done jpg\n",
      "5581 ./data//train_images/10131.png\n",
      "5581 done jpg\n",
      "5582 ./data//train_images/1514.png\n",
      "5582 done jpg\n",
      "5583 ./data//train_images/9480.png\n",
      "5583 done jpg\n",
      "5584 ./data//train_images/1697.png\n",
      "5584 done jpg\n",
      "5585 ./data//train_images/6527.png\n",
      "5585 done jpg\n",
      "5586 ./data//train_images/5391.png\n",
      "5586 done jpg\n",
      "5587 ./data//train_images/3441.png\n",
      "5587 done jpg\n",
      "5588 ./data//train_images/8785.png\n",
      "5588 done jpg\n",
      "5589 ./data//train_images/6423.png\n",
      "5589 done jpg\n",
      "5590 ./data//train_images/8484.png\n",
      "5590 done jpg\n",
      "5591 ./data//train_images/3035.png\n",
      "5591 done jpg\n",
      "5592 ./data//train_images/2992.png\n",
      "5592 done jpg\n",
      "5593 ./data//train_images/9500.png\n",
      "5593 done jpg\n",
      "5594 ./data//train_images/1798.png\n",
      "5594 done jpg\n",
      "5595 ./data//train_images/4452.png\n",
      "5595 done jpg\n",
      "5596 ./data//train_images/4899.png\n",
      "5596 done jpg\n",
      "5597 ./data//train_images/2134.png\n",
      "5597 done jpg\n",
      "5598 ./data//train_images/5048.png\n",
      "5598 done jpg\n",
      "5599 ./data//train_images/7265.png\n",
      "5599 done jpg\n",
      "5600 ./data//train_images/6774.png\n",
      "5600 done jpg\n",
      "5601 ./data//train_images/7324.png\n",
      "5601 done jpg\n",
      "5602 ./data//train_images/4041.png\n",
      "5602 done jpg\n",
      "5603 ./data//train_images/8586.png\n",
      "5603 done jpg\n",
      "5604 ./data//train_images/1688.png\n",
      "5604 done jpg\n",
      "5605 ./data//train_images/9962.png\n",
      "5605 done jpg\n",
      "5606 ./data//train_images/2570.png\n",
      "5606 done jpg\n",
      "5607 ./data//train_images/3633.png\n",
      "5607 done jpg\n",
      "5608 ./data//train_images/3517.png\n",
      "5608 done jpg\n",
      "5609 ./data//train_images/10484.png\n",
      "5609 done jpg\n",
      "5610 ./data//train_images/8198.png\n",
      "5610 done jpg\n",
      "5611 ./data//train_images/9982.png\n",
      "5611 done jpg\n",
      "5612 ./data//train_images/8558.png\n",
      "5612 done jpg\n",
      "5613 ./data//train_images/5893.png\n",
      "5613 done jpg\n",
      "5614 ./data//train_images/10042.png\n",
      "5614 done jpg\n",
      "5615 ./data//train_images/6166.png\n",
      "5615 done jpg\n",
      "5616 ./data//train_images/3974.png\n",
      "5616 done jpg\n",
      "5617 ./data//train_images/5140.png\n",
      "5617 done jpg\n",
      "5618 ./data//train_images/552.png\n",
      "5618 done jpg\n",
      "5619 ./data//train_images/6239.png\n",
      "5619 done jpg\n",
      "5620 ./data//train_images/8225.png\n",
      "5620 done jpg\n",
      "5621 ./data//train_images/5564.png\n",
      "5621 done jpg\n",
      "5622 ./data//train_images/1173.png\n",
      "5622 done jpg\n",
      "5623 ./data//train_images/1950.png\n",
      "5623 done jpg\n",
      "5624 ./data//train_images/9620.png\n",
      "5624 done jpg\n",
      "5625 ./data//train_images/4335.png\n",
      "5625 done jpg\n",
      "5626 ./data//train_images/2168.png\n",
      "5626 done jpg\n",
      "5627 ./data//train_images/3717.png\n",
      "5627 done jpg\n",
      "5628 ./data//train_images/3660.png\n",
      "5628 done jpg\n",
      "5629 ./data//train_images/9259.png\n",
      "5629 done jpg\n",
      "5630 ./data//train_images/6127.png\n",
      "5630 done jpg\n",
      "5631 ./data//train_images/513.png\n",
      "5631 done jpg\n",
      "5632 ./data//train_images/5855.png\n",
      "5632 done jpg\n",
      "5633 ./data//train_images/9896.png\n",
      "5633 done jpg\n",
      "5634 ./data//train_images/2175.png\n",
      "5634 done jpg\n",
      "5635 ./data//train_images/3327.png\n",
      "5635 done jpg\n",
      "5636 ./data//train_images/6676.png\n",
      "5636 done jpg\n",
      "5637 ./data//train_images/9556.png\n",
      "5637 done jpg\n",
      "5638 ./data//train_images/10052.png\n",
      "5638 done jpg\n",
      "5639 ./data//train_images/1314.png\n",
      "5639 done jpg\n",
      "5640 ./data//train_images/6628.png\n",
      "5640 done jpg\n",
      "5641 ./data//train_images/2601.png\n",
      "5641 done jpg\n",
      "5642 ./data//train_images/9968.png\n",
      "5642 done jpg\n",
      "5643 ./data//train_images/6293.png\n",
      "5643 done jpg\n",
      "5644 ./data//train_images/5795.png\n",
      "5644 done jpg\n",
      "5645 ./data//train_images/7059.png\n",
      "5645 done jpg\n",
      "5646 ./data//train_images/423.png\n",
      "5646 done jpg\n",
      "5647 ./data//train_images/718.png\n",
      "5647 done jpg\n",
      "5648 ./data//train_images/7135.png\n",
      "5648 done jpg\n",
      "5649 ./data//train_images/2690.png\n",
      "5649 done jpg\n",
      "5650 ./data//train_images/6024.png\n",
      "5650 done jpg\n",
      "5651 ./data//train_images/6476.png\n",
      "5651 done jpg\n",
      "5652 ./data//train_images/10377.png\n",
      "5652 done jpg\n",
      "5653 ./data//train_images/1614.png\n",
      "5653 done jpg\n",
      "5654 ./data//train_images/5076.png\n",
      "5654 done jpg\n",
      "5655 ./data//train_images/454.png\n",
      "5655 done jpg\n",
      "5656 ./data//train_images/2208.png\n",
      "5656 done jpg\n",
      "5657 ./data//train_images/5681.png\n",
      "5657 done jpg\n",
      "5658 ./data//train_images/4609.png\n",
      "5658 done jpg\n",
      "5659 ./data//train_images/7436.png\n",
      "5659 done jpg\n",
      "5660 ./data//train_images/363.png\n",
      "5660 done jpg\n",
      "5661 ./data//train_images/4416.png\n",
      "5661 done jpg\n",
      "5662 ./data//train_images/590.png\n",
      "5662 done jpg\n",
      "5663 ./data//train_images/5264.png\n",
      "5663 done jpg\n",
      "5664 ./data//train_images/9036.png\n",
      "5664 done jpg\n",
      "5665 ./data//train_images/3281.png\n",
      "5665 done jpg\n",
      "5666 ./data//train_images/3475.png\n",
      "5666 done jpg\n",
      "5667 ./data//train_images/1641.png\n",
      "5667 done jpg\n",
      "5668 ./data//train_images/5849.png\n",
      "5668 done jpg\n",
      "5669 ./data//train_images/5624.png\n",
      "5669 done jpg\n",
      "5670 ./data//train_images/10304.png\n",
      "5670 done jpg\n",
      "5671 ./data//train_images/9282.png\n",
      "5671 done jpg\n",
      "5672 ./data//train_images/4665.png\n",
      "5672 done jpg\n",
      "5673 ./data//train_images/7350.png\n",
      "5673 done jpg\n",
      "5674 ./data//train_images/10365.png\n",
      "5674 done jpg\n",
      "5675 ./data//train_images/3865.png\n",
      "5675 done jpg\n",
      "5676 ./data//train_images/1648.png\n",
      "5676 done jpg\n",
      "5677 ./data//train_images/1108.png\n",
      "5677 done jpg\n",
      "5678 ./data//train_images/3084.png\n",
      "5678 done jpg\n",
      "5679 ./data//train_images/5257.png\n",
      "5679 done jpg\n",
      "5680 ./data//train_images/4821.png\n",
      "5680 done jpg\n",
      "5681 ./data//train_images/3248.png\n",
      "5681 done jpg\n",
      "5682 ./data//train_images/1291.png\n",
      "5682 done jpg\n",
      "5683 ./data//train_images/1513.png\n",
      "5683 done jpg\n",
      "5684 ./data//train_images/10250.png\n",
      "5684 done jpg\n",
      "5685 ./data//train_images/2002.png\n",
      "5685 done jpg\n",
      "5686 ./data//train_images/7165.png\n",
      "5686 done jpg\n",
      "5687 ./data//train_images/1066.png\n",
      "5687 done jpg\n",
      "5688 ./data//train_images/3398.png\n",
      "5688 done jpg\n",
      "5689 ./data//train_images/9313.png\n",
      "5689 done jpg\n",
      "5690 ./data//train_images/132.png\n",
      "5690 done jpg\n",
      "5691 ./data//train_images/8319.png\n",
      "5691 done jpg\n",
      "5692 ./data//train_images/10161.png\n",
      "5692 done jpg\n",
      "5693 ./data//train_images/2793.png\n",
      "5693 done jpg\n",
      "5694 ./data//train_images/1734.png\n",
      "5694 done jpg\n",
      "5695 ./data//train_images/2750.png\n",
      "5695 done jpg\n",
      "5696 ./data//train_images/7444.png\n",
      "5696 done jpg\n",
      "5697 ./data//train_images/3272.png\n",
      "5697 done jpg\n",
      "5698 ./data//train_images/8585.png\n",
      "5698 done jpg\n",
      "5699 ./data//train_images/2057.png\n",
      "5699 done jpg\n",
      "5700 ./data//train_images/6458.png\n",
      "5700 done jpg\n",
      "5701 ./data//train_images/4498.png\n",
      "5701 done jpg\n",
      "5702 ./data//train_images/3844.png\n",
      "5702 done jpg\n",
      "5703 ./data//train_images/6457.png\n",
      "5703 done jpg\n",
      "5704 ./data//train_images/5646.png\n",
      "5704 done jpg\n",
      "5705 ./data//train_images/5651.png\n",
      "5705 done jpg\n",
      "5706 ./data//train_images/1565.png\n",
      "5706 done jpg\n",
      "5707 ./data//train_images/6446.png\n",
      "5707 done jpg\n",
      "5708 ./data//train_images/7760.png\n",
      "5708 done jpg\n",
      "5709 ./data//train_images/7173.png\n",
      "5709 done jpg\n",
      "5710 ./data//train_images/553.png\n",
      "5710 done jpg\n",
      "5711 ./data//train_images/9242.png\n",
      "5711 done jpg\n",
      "5712 ./data//train_images/5002.png\n",
      "5712 done jpg\n",
      "5713 ./data//train_images/3867.png\n",
      "5713 done jpg\n",
      "5714 ./data//train_images/6505.png\n",
      "5714 done jpg\n",
      "5715 ./data//train_images/9372.png\n",
      "5715 done jpg\n",
      "5716 ./data//train_images/1086.png\n",
      "5716 done jpg\n",
      "5717 ./data//train_images/155.png\n",
      "5717 done jpg\n",
      "5718 ./data//train_images/6147.png\n",
      "5718 done jpg\n",
      "5719 ./data//train_images/5347.png\n",
      "5719 done jpg\n",
      "5720 ./data//train_images/9873.png\n",
      "5720 done jpg\n",
      "5721 ./data//train_images/2334.png\n",
      "5721 done jpg\n",
      "5722 ./data//train_images/750.png\n",
      "5722 done jpg\n",
      "5723 ./data//train_images/3659.png\n",
      "5723 done jpg\n",
      "5724 ./data//train_images/6601.png\n",
      "5724 done jpg\n",
      "5725 ./data//train_images/1005.png\n",
      "5725 done jpg\n",
      "5726 ./data//train_images/609.png\n",
      "5726 done jpg\n",
      "5727 ./data//train_images/5303.png\n",
      "5727 done jpg\n",
      "5728 ./data//train_images/10130.png\n",
      "5728 done jpg\n",
      "5729 ./data//train_images/9265.png\n",
      "5729 done jpg\n",
      "5730 ./data//train_images/7195.png\n",
      "5730 done jpg\n",
      "5731 ./data//train_images/8386.png\n",
      "5731 done jpg\n",
      "5732 ./data//train_images/2219.png\n",
      "5732 done jpg\n",
      "5733 ./data//train_images/8329.png\n",
      "5733 done jpg\n",
      "5734 ./data//train_images/5522.png\n",
      "5734 done jpg\n",
      "5735 ./data//train_images/5028.png\n",
      "5735 done jpg\n",
      "5736 ./data//train_images/1620.png\n",
      "5736 done jpg\n",
      "5737 ./data//train_images/7564.png\n",
      "5737 done jpg\n",
      "5738 ./data//train_images/2514.png\n",
      "5738 done jpg\n",
      "5739 ./data//train_images/4130.png\n",
      "5739 done jpg\n",
      "5740 ./data//train_images/3813.png\n",
      "5740 done jpg\n",
      "5741 ./data//train_images/10079.png\n",
      "5741 done jpg\n",
      "5742 ./data//train_images/7722.png\n",
      "5742 done jpg\n",
      "5743 ./data//train_images/1466.png\n",
      "5743 done jpg\n",
      "5744 ./data//train_images/6896.png\n",
      "5744 done jpg\n",
      "5745 ./data//train_images/8877.png\n",
      "5745 done jpg\n",
      "5746 ./data//train_images/3614.png\n",
      "5746 done jpg\n",
      "5747 ./data//train_images/1929.png\n",
      "5747 done jpg\n",
      "5748 ./data//train_images/8763.png\n",
      "5748 done jpg\n",
      "5749 ./data//train_images/7387.png\n",
      "5749 done jpg\n",
      "5750 ./data//train_images/4428.png\n",
      "5750 done jpg\n",
      "5751 ./data//train_images/3445.png\n",
      "5751 done jpg\n",
      "5752 ./data//train_images/7120.png\n",
      "5752 done jpg\n",
      "5753 ./data//train_images/416.png\n",
      "5753 done jpg\n",
      "5754 ./data//train_images/9943.png\n",
      "5754 done jpg\n",
      "5755 ./data//train_images/1394.png\n",
      "5755 done jpg\n",
      "5756 ./data//train_images/10357.png\n",
      "5756 done jpg\n",
      "5757 ./data//train_images/250.png\n",
      "5757 done jpg\n",
      "5758 ./data//train_images/3919.png\n",
      "5758 done jpg\n",
      "5759 ./data//train_images/10088.png\n",
      "5759 done jpg\n",
      "5760 ./data//train_images/5892.png\n",
      "5760 done jpg\n",
      "5761 ./data//train_images/7228.png\n",
      "5761 done jpg\n",
      "5762 ./data//train_images/2264.png\n",
      "5762 done jpg\n",
      "5763 ./data//train_images/2026.png\n",
      "5763 done jpg\n",
      "5764 ./data//train_images/6841.png\n",
      "5764 done jpg\n",
      "5765 ./data//train_images/6747.png\n",
      "5765 done jpg\n",
      "5766 ./data//train_images/6770.png\n",
      "5766 done jpg\n",
      "5767 ./data//train_images/647.png\n",
      "5767 done jpg\n",
      "5768 ./data//train_images/7850.png\n",
      "5768 done jpg\n",
      "5769 ./data//train_images/8522.png\n",
      "5769 done jpg\n",
      "5770 ./data//train_images/2058.png\n",
      "5770 done jpg\n",
      "5771 ./data//train_images/4887.png\n",
      "5771 done jpg\n",
      "5772 ./data//train_images/2875.png\n",
      "5772 done jpg\n",
      "5773 ./data//train_images/8757.png\n",
      "5773 done jpg\n",
      "5774 ./data//train_images/3040.png\n",
      "5774 done jpg\n",
      "5775 ./data//train_images/6234.png\n",
      "5775 done jpg\n",
      "5776 ./data//train_images/6229.png\n",
      "5776 done jpg\n",
      "5777 ./data//train_images/9745.png\n",
      "5777 done jpg\n",
      "5778 ./data//train_images/5173.png\n",
      "5778 done jpg\n",
      "5779 ./data//train_images/10412.png\n",
      "5779 done jpg\n",
      "5780 ./data//train_images/816.png\n",
      "5780 done jpg\n",
      "5781 ./data//train_images/9529.png\n",
      "5781 done jpg\n",
      "5782 ./data//train_images/7226.png\n",
      "5782 done jpg\n",
      "5783 ./data//train_images/130.png\n",
      "5783 done jpg\n",
      "5784 ./data//train_images/898.png\n",
      "5784 done jpg\n",
      "5785 ./data//train_images/8210.png\n",
      "5785 done jpg\n",
      "5786 ./data//train_images/2370.png\n",
      "5786 done jpg\n",
      "5787 ./data//train_images/3081.png\n",
      "5787 done jpg\n",
      "5788 ./data//train_images/7167.png\n",
      "5788 done jpg\n",
      "5789 ./data//train_images/1701.png\n",
      "5789 done jpg\n",
      "5790 ./data//train_images/599.png\n",
      "5790 done jpg\n",
      "5791 ./data//train_images/8509.png\n",
      "5791 done jpg\n",
      "5792 ./data//train_images/4384.png\n",
      "5792 done jpg\n",
      "5793 ./data//train_images/6590.png\n",
      "5793 done jpg\n",
      "5794 ./data//train_images/1094.png\n",
      "5794 done jpg\n",
      "5795 ./data//train_images/2306.png\n",
      "5795 done jpg\n",
      "5796 ./data//train_images/5219.png\n",
      "5796 done jpg\n",
      "5797 ./data//train_images/10316.png\n",
      "5797 done jpg\n",
      "5798 ./data//train_images/9573.png\n",
      "5798 done jpg\n",
      "5799 ./data//train_images/9994.png\n",
      "5799 done jpg\n",
      "5800 ./data//train_images/74.png\n",
      "5800 done jpg\n",
      "5801 ./data//train_images/906.png\n",
      "5801 done jpg\n",
      "5802 ./data//train_images/8904.png\n",
      "5802 done jpg\n",
      "5803 ./data//train_images/10443.png\n",
      "5803 done jpg\n",
      "5804 ./data//train_images/6158.png\n",
      "5804 done jpg\n",
      "5805 ./data//train_images/9894.png\n",
      "5805 done jpg\n",
      "5806 ./data//train_images/441.png\n",
      "5806 done jpg\n",
      "5807 ./data//train_images/3123.png\n",
      "5807 done jpg\n",
      "5808 ./data//train_images/10308.png\n",
      "5808 done jpg\n",
      "5809 ./data//train_images/5130.png\n",
      "5809 done jpg\n",
      "5810 ./data//train_images/4375.png\n",
      "5810 done jpg\n",
      "5811 ./data//train_images/2594.png\n",
      "5811 done jpg\n",
      "5812 ./data//train_images/32.png\n",
      "5812 done jpg\n",
      "5813 ./data//train_images/5507.png\n",
      "5813 done jpg\n",
      "5814 ./data//train_images/5190.png\n",
      "5814 done jpg\n",
      "5815 ./data//train_images/7373.png\n",
      "5815 done jpg\n",
      "5816 ./data//train_images/5500.png\n",
      "5816 done jpg\n",
      "5817 ./data//train_images/10546.png\n",
      "5817 done jpg\n",
      "5818 ./data//train_images/5926.png\n",
      "5818 done jpg\n",
      "5819 ./data//train_images/5216.png\n",
      "5819 done jpg\n",
      "5820 ./data//train_images/10481.png\n",
      "5820 done jpg\n",
      "5821 ./data//train_images/9637.png\n",
      "5821 done jpg\n",
      "5822 ./data//train_images/3627.png\n",
      "5822 done jpg\n",
      "5823 ./data//train_images/4353.png\n",
      "5823 done jpg\n",
      "5824 ./data//train_images/7567.png\n",
      "5824 done jpg\n",
      "5825 ./data//train_images/9679.png\n",
      "5825 done jpg\n",
      "5826 ./data//train_images/4717.png\n",
      "5826 done jpg\n",
      "5827 ./data//train_images/8806.png\n",
      "5827 done jpg\n",
      "5828 ./data//train_images/8794.png\n",
      "5828 done jpg\n",
      "5829 ./data//train_images/7650.png\n",
      "5829 done jpg\n",
      "5830 ./data//train_images/9957.png\n",
      "5830 done jpg\n",
      "5831 ./data//train_images/7024.png\n",
      "5831 done jpg\n",
      "5832 ./data//train_images/9835.png\n",
      "5832 done jpg\n",
      "5833 ./data//train_images/2258.png\n",
      "5833 done jpg\n",
      "5834 ./data//train_images/3047.png\n",
      "5834 done jpg\n",
      "5835 ./data//train_images/1699.png\n",
      "5835 done jpg\n",
      "5836 ./data//train_images/964.png\n",
      "5836 done jpg\n",
      "5837 ./data//train_images/4860.png\n",
      "5837 done jpg\n",
      "5838 ./data//train_images/595.png\n",
      "5838 done jpg\n",
      "5839 ./data//train_images/2461.png\n",
      "5839 done jpg\n",
      "5840 ./data//train_images/1002.png\n",
      "5840 done jpg\n",
      "5841 ./data//train_images/1128.png\n",
      "5841 done jpg\n",
      "5842 ./data//train_images/565.png\n",
      "5842 done jpg\n",
      "5843 ./data//train_images/2080.png\n",
      "5843 done jpg\n",
      "5844 ./data//train_images/5885.png\n",
      "5844 done jpg\n",
      "5845 ./data//train_images/8843.png\n",
      "5845 done jpg\n",
      "5846 ./data//train_images/7907.png\n",
      "5846 done jpg\n",
      "5847 ./data//train_images/3775.png\n",
      "5847 done jpg\n",
      "5848 ./data//train_images/3321.png\n",
      "5848 done jpg\n",
      "5849 ./data//train_images/2431.png\n",
      "5849 done jpg\n",
      "5850 ./data//train_images/9092.png\n",
      "5850 done jpg\n",
      "5851 ./data//train_images/9013.png\n",
      "5851 done jpg\n",
      "5852 ./data//train_images/2173.png\n",
      "5852 done jpg\n",
      "5853 ./data//train_images/6102.png\n",
      "5853 done jpg\n",
      "5854 ./data//train_images/7549.png\n",
      "5854 done jpg\n",
      "5855 ./data//train_images/3372.png\n",
      "5855 done jpg\n",
      "5856 ./data//train_images/613.png\n",
      "5856 done jpg\n",
      "5857 ./data//train_images/10388.png\n",
      "5857 done jpg\n",
      "5858 ./data//train_images/10479.png\n",
      "5858 done jpg\n",
      "5859 ./data//train_images/3263.png\n",
      "5859 done jpg\n",
      "5860 ./data//train_images/2405.png\n",
      "5860 done jpg\n",
      "5861 ./data//train_images/2341.png\n",
      "5861 done jpg\n",
      "5862 ./data//train_images/5523.png\n",
      "5862 done jpg\n",
      "5863 ./data//train_images/1029.png\n",
      "5863 done jpg\n",
      "5864 ./data//train_images/9632.png\n",
      "5864 done jpg\n",
      "5865 ./data//train_images/9412.png\n",
      "5865 done jpg\n",
      "5866 ./data//train_images/10043.png\n",
      "5866 done jpg\n",
      "5867 ./data//train_images/2006.png\n",
      "5867 done jpg\n",
      "5868 ./data//train_images/7304.png\n",
      "5868 done jpg\n",
      "5869 ./data//train_images/9884.png\n",
      "5869 done jpg\n",
      "5870 ./data//train_images/1776.png\n",
      "5870 done jpg\n",
      "5871 ./data//train_images/9624.png\n",
      "5871 done jpg\n",
      "5872 ./data//train_images/1863.png\n",
      "5872 done jpg\n",
      "5873 ./data//train_images/8633.png\n",
      "5873 done jpg\n",
      "5874 ./data//train_images/8220.png\n",
      "5874 done jpg\n",
      "5875 ./data//train_images/4034.png\n",
      "5875 done jpg\n",
      "5876 ./data//train_images/5868.png\n",
      "5876 done jpg\n",
      "5877 ./data//train_images/5539.png\n",
      "5877 done jpg\n",
      "5878 ./data//train_images/365.png\n",
      "5878 done jpg\n",
      "5879 ./data//train_images/3545.png\n",
      "5879 done jpg\n",
      "5880 ./data//train_images/6535.png\n",
      "5880 done jpg\n",
      "5881 ./data//train_images/709.png\n",
      "5881 done jpg\n",
      "5882 ./data//train_images/6901.png\n",
      "5882 done jpg\n",
      "5883 ./data//train_images/7495.png\n",
      "5883 done jpg\n",
      "5884 ./data//train_images/6525.png\n",
      "5884 done jpg\n",
      "5885 ./data//train_images/2808.png\n",
      "5885 done jpg\n",
      "5886 ./data//train_images/9354.png\n",
      "5886 done jpg\n",
      "5887 ./data//train_images/9792.png\n",
      "5887 done jpg\n",
      "5888 ./data//train_images/965.png\n",
      "5888 done jpg\n",
      "5889 ./data//train_images/829.png\n",
      "5889 done jpg\n",
      "5890 ./data//train_images/5544.png\n",
      "5890 done jpg\n",
      "5891 ./data//train_images/1772.png\n",
      "5891 done jpg\n",
      "5892 ./data//train_images/6555.png\n",
      "5892 done jpg\n",
      "5893 ./data//train_images/55.png\n",
      "5893 done jpg\n",
      "5894 ./data//train_images/8949.png\n",
      "5894 done jpg\n",
      "5895 ./data//train_images/2127.png\n",
      "5895 done jpg\n",
      "5896 ./data//train_images/7496.png\n",
      "5896 done jpg\n",
      "5897 ./data//train_images/4835.png\n",
      "5897 done jpg\n",
      "5898 ./data//train_images/848.png\n",
      "5898 done jpg\n",
      "5899 ./data//train_images/1669.png\n",
      "5899 done jpg\n",
      "5900 ./data//train_images/760.png\n",
      "5900 done jpg\n",
      "5901 ./data//train_images/7684.png\n",
      "5901 done jpg\n",
      "5902 ./data//train_images/7389.png\n",
      "5902 done jpg\n",
      "5903 ./data//train_images/1369.png\n",
      "5903 done jpg\n",
      "5904 ./data//train_images/1665.png\n",
      "5904 done jpg\n",
      "5905 ./data//train_images/8726.png\n",
      "5905 done jpg\n",
      "5906 ./data//train_images/8842.png\n",
      "5906 done jpg\n",
      "5907 ./data//train_images/4409.png\n",
      "5907 done jpg\n",
      "5908 ./data//train_images/1612.png\n",
      "5908 done jpg\n",
      "5909 ./data//train_images/3056.png\n",
      "5909 done jpg\n",
      "5910 ./data//train_images/5164.png\n",
      "5910 done jpg\n",
      "5911 ./data//train_images/9322.png\n",
      "5911 done jpg\n",
      "5912 ./data//train_images/934.png\n",
      "5912 done jpg\n",
      "5913 ./data//train_images/4470.png\n",
      "5913 done jpg\n",
      "5914 ./data//train_images/9124.png\n",
      "5914 done jpg\n",
      "5915 ./data//train_images/5685.png\n",
      "5915 done jpg\n",
      "5916 ./data//train_images/9142.png\n",
      "5916 done jpg\n",
      "5917 ./data//train_images/138.png\n",
      "5917 done jpg\n",
      "5918 ./data//train_images/9097.png\n",
      "5918 done jpg\n",
      "5919 ./data//train_images/10288.png\n",
      "5919 done jpg\n",
      "5920 ./data//train_images/1835.png\n",
      "5920 done jpg\n",
      "5921 ./data//train_images/6200.png\n",
      "5921 done jpg\n",
      "5922 ./data//train_images/8415.png\n",
      "5922 done jpg\n",
      "5923 ./data//train_images/5270.png\n",
      "5923 done jpg\n",
      "5924 ./data//train_images/324.png\n",
      "5924 done jpg\n",
      "5925 ./data//train_images/10340.png\n",
      "5925 done jpg\n",
      "5926 ./data//train_images/241.png\n",
      "5926 done jpg\n",
      "5927 ./data//train_images/7088.png\n",
      "5927 done jpg\n",
      "5928 ./data//train_images/8226.png\n",
      "5928 done jpg\n",
      "5929 ./data//train_images/382.png\n",
      "5929 done jpg\n",
      "5930 ./data//train_images/2623.png\n",
      "5930 done jpg\n",
      "5931 ./data//train_images/8922.png\n",
      "5931 done jpg\n",
      "5932 ./data//train_images/5181.png\n",
      "5932 done jpg\n",
      "5933 ./data//train_images/2109.png\n",
      "5933 done jpg\n",
      "5934 ./data//train_images/7996.png\n",
      "5934 done jpg\n",
      "5935 ./data//train_images/10276.png\n",
      "5935 done jpg\n",
      "5936 ./data//train_images/9473.png\n",
      "5936 done jpg\n",
      "5937 ./data//train_images/5832.png\n",
      "5937 done jpg\n",
      "5938 ./data//train_images/261.png\n",
      "5938 done jpg\n",
      "5939 ./data//train_images/9654.png\n",
      "5939 done jpg\n",
      "5940 ./data//train_images/9887.png\n",
      "5940 done jpg\n",
      "5941 ./data//train_images/10496.png\n",
      "5941 done jpg\n",
      "5942 ./data//train_images/3322.png\n",
      "5942 done jpg\n",
      "5943 ./data//train_images/2010.png\n",
      "5943 done jpg\n",
      "5944 ./data//train_images/7274.png\n",
      "5944 done jpg\n",
      "5945 ./data//train_images/1313.png\n",
      "5945 done jpg\n",
      "5946 ./data//train_images/211.png\n",
      "5946 done jpg\n",
      "5947 ./data//train_images/2371.png\n",
      "5947 done jpg\n",
      "5948 ./data//train_images/3650.png\n",
      "5948 done jpg\n",
      "5949 ./data//train_images/5084.png\n",
      "5949 done jpg\n",
      "5950 ./data//train_images/3870.png\n",
      "5950 done jpg\n",
      "5951 ./data//train_images/6999.png\n",
      "5951 done jpg\n",
      "5952 ./data//train_images/2284.png\n",
      "5952 done jpg\n",
      "5953 ./data//train_images/8149.png\n",
      "5953 done jpg\n",
      "5954 ./data//train_images/6340.png\n",
      "5954 done jpg\n",
      "5955 ./data//train_images/8028.png\n",
      "5955 done jpg\n",
      "5956 ./data//train_images/8158.png\n",
      "5956 done jpg\n",
      "5957 ./data//train_images/6439.png\n",
      "5957 done jpg\n",
      "5958 ./data//train_images/1038.png\n",
      "5958 done jpg\n",
      "5959 ./data//train_images/2818.png\n",
      "5959 done jpg\n",
      "5960 ./data//train_images/5131.png\n",
      "5960 done jpg\n",
      "5961 ./data//train_images/8965.png\n",
      "5961 done jpg\n",
      "5962 ./data//train_images/3520.png\n",
      "5962 done jpg\n",
      "5963 ./data//train_images/121.png\n",
      "5963 done jpg\n",
      "5964 ./data//train_images/10317.png\n",
      "5964 done jpg\n",
      "5965 ./data//train_images/10568.png\n",
      "5965 done jpg\n",
      "5966 ./data//train_images/150.png\n",
      "5966 done jpg\n",
      "5967 ./data//train_images/2843.png\n",
      "5967 done jpg\n",
      "5968 ./data//train_images/7918.png\n",
      "5968 done jpg\n",
      "5969 ./data//train_images/1974.png\n",
      "5969 done jpg\n",
      "5970 ./data//train_images/1843.png\n",
      "5970 done jpg\n",
      "5971 ./data//train_images/6885.png\n",
      "5971 done jpg\n",
      "5972 ./data//train_images/4126.png\n",
      "5972 done jpg\n",
      "5973 ./data//train_images/7620.png\n",
      "5973 done jpg\n",
      "5974 ./data//train_images/5086.png\n",
      "5974 done jpg\n",
      "5975 ./data//train_images/8987.png\n",
      "5975 done jpg\n",
      "5976 ./data//train_images/9186.png\n",
      "5976 done jpg\n",
      "5977 ./data//train_images/5785.png\n",
      "5977 done jpg\n",
      "5978 ./data//train_images/6161.png\n",
      "5978 done jpg\n",
      "5979 ./data//train_images/4320.png\n",
      "5979 done jpg\n",
      "5980 ./data//train_images/3550.png\n",
      "5980 done jpg\n",
      "5981 ./data//train_images/5525.png\n",
      "5981 done jpg\n",
      "5982 ./data//train_images/9551.png\n",
      "5982 done jpg\n",
      "5983 ./data//train_images/8185.png\n",
      "5983 done jpg\n",
      "5984 ./data//train_images/2548.png\n",
      "5984 done jpg\n",
      "5985 ./data//train_images/8177.png\n",
      "5985 done jpg\n",
      "5986 ./data//train_images/8031.png\n",
      "5986 done jpg\n",
      "5987 ./data//train_images/4415.png\n",
      "5987 done jpg\n",
      "5988 ./data//train_images/1941.png\n",
      "5988 done jpg\n",
      "5989 ./data//train_images/4121.png\n",
      "5989 done jpg\n",
      "5990 ./data//train_images/6401.png\n",
      "5990 done jpg\n",
      "5991 ./data//train_images/8165.png\n",
      "5991 done jpg\n",
      "5992 ./data//train_images/5405.png\n",
      "5992 done jpg\n",
      "5993 ./data//train_images/460.png\n",
      "5993 done jpg\n",
      "5994 ./data//train_images/1320.png\n",
      "5994 done jpg\n",
      "5995 ./data//train_images/9521.png\n",
      "5995 done jpg\n",
      "5996 ./data//train_images/8136.png\n",
      "5996 done jpg\n",
      "5997 ./data//train_images/9496.png\n",
      "5997 done jpg\n",
      "5998 ./data//train_images/9890.png\n",
      "5998 done jpg\n",
      "5999 ./data//train_images/7093.png\n",
      "5999 done jpg\n",
      "6000 ./data//train_images/4341.png\n",
      "6000 done jpg\n",
      "6001 ./data//train_images/3498.png\n",
      "6001 done jpg\n",
      "6002 ./data//train_images/2833.png\n",
      "6002 done jpg\n",
      "6003 ./data//train_images/6306.png\n",
      "6003 done jpg\n",
      "6004 ./data//train_images/2288.png\n",
      "6004 done jpg\n",
      "6005 ./data//train_images/1674.png\n",
      "6005 done jpg\n",
      "6006 ./data//train_images/7264.png\n",
      "6006 done jpg\n",
      "6007 ./data//train_images/9936.png\n",
      "6007 done jpg\n",
      "6008 ./data//train_images/3369.png\n",
      "6008 done jpg\n",
      "6009 ./data//train_images/4096.png\n",
      "6009 done jpg\n",
      "6010 ./data//train_images/2830.png\n",
      "6010 done jpg\n",
      "6011 ./data//train_images/7813.png\n",
      "6011 done jpg\n",
      "6012 ./data//train_images/3027.png\n",
      "6012 done jpg\n",
      "6013 ./data//train_images/9217.png\n",
      "6013 done jpg\n",
      "6014 ./data//train_images/9072.png\n",
      "6014 done jpg\n",
      "6015 ./data//train_images/10314.png\n",
      "6015 done jpg\n",
      "6016 ./data//train_images/10446.png\n",
      "6016 done jpg\n",
      "6017 ./data//train_images/2627.png\n",
      "6017 done jpg\n",
      "6018 ./data//train_images/2961.png\n",
      "6018 done jpg\n",
      "6019 ./data//train_images/10041.png\n",
      "6019 done jpg\n",
      "6020 ./data//train_images/7201.png\n",
      "6020 done jpg\n",
      "6021 ./data//train_images/888.png\n",
      "6021 done jpg\n",
      "6022 ./data//train_images/6669.png\n",
      "6022 done jpg\n",
      "6023 ./data//train_images/8243.png\n",
      "6023 done jpg\n",
      "6024 ./data//train_images/2754.png\n",
      "6024 done jpg\n",
      "6025 ./data//train_images/4882.png\n",
      "6025 done jpg\n",
      "6026 ./data//train_images/1226.png\n",
      "6026 done jpg\n",
      "6027 ./data//train_images/1461.png\n",
      "6027 done jpg\n",
      "6028 ./data//train_images/1882.png\n",
      "6028 done jpg\n",
      "6029 ./data//train_images/1118.png\n",
      "6029 done jpg\n",
      "6030 ./data//train_images/7035.png\n",
      "6030 done jpg\n",
      "6031 ./data//train_images/10098.png\n",
      "6031 done jpg\n",
      "6032 ./data//train_images/9886.png\n",
      "6032 done jpg\n",
      "6033 ./data//train_images/260.png\n",
      "6033 done jpg\n",
      "6034 ./data//train_images/3001.png\n",
      "6034 done jpg\n",
      "6035 ./data//train_images/6186.png\n",
      "6035 done jpg\n",
      "6036 ./data//train_images/3142.png\n",
      "6036 done jpg\n",
      "6037 ./data//train_images/1504.png\n",
      "6037 done jpg\n",
      "6038 ./data//train_images/9930.png\n",
      "6038 done jpg\n",
      "6039 ./data//train_images/3661.png\n",
      "6039 done jpg\n",
      "6040 ./data//train_images/913.png\n",
      "6040 done jpg\n",
      "6041 ./data//train_images/8354.png\n",
      "6041 done jpg\n",
      "6042 ./data//train_images/4134.png\n",
      "6042 done jpg\n",
      "6043 ./data//train_images/4000.png\n",
      "6043 done jpg\n",
      "6044 ./data//train_images/4084.png\n",
      "6044 done jpg\n",
      "6045 ./data//train_images/782.png\n",
      "6045 done jpg\n",
      "6046 ./data//train_images/1091.png\n",
      "6046 done jpg\n",
      "6047 ./data//train_images/922.png\n",
      "6047 done jpg\n",
      "6048 ./data//train_images/4509.png\n",
      "6048 done jpg\n",
      "6049 ./data//train_images/9453.png\n",
      "6049 done jpg\n",
      "6050 ./data//train_images/7628.png\n",
      "6050 done jpg\n",
      "6051 ./data//train_images/1975.png\n",
      "6051 done jpg\n",
      "6052 ./data//train_images/9844.png\n",
      "6052 done jpg\n",
      "6053 ./data//train_images/2040.png\n",
      "6053 done jpg\n",
      "6054 ./data//train_images/10511.png\n",
      "6054 done jpg\n",
      "6055 ./data//train_images/3165.png\n",
      "6055 done jpg\n",
      "6056 ./data//train_images/4696.png\n",
      "6056 done jpg\n",
      "6057 ./data//train_images/4673.png\n",
      "6057 done jpg\n",
      "6058 ./data//train_images/8463.png\n",
      "6058 done jpg\n",
      "6059 ./data//train_images/4846.png\n",
      "6059 done jpg\n",
      "6060 ./data//train_images/4957.png\n",
      "6060 done jpg\n",
      "6061 ./data//train_images/4898.png\n",
      "6061 done jpg\n",
      "6062 ./data//train_images/5491.png\n",
      "6062 done jpg\n",
      "6063 ./data//train_images/6771.png\n",
      "6063 done jpg\n",
      "6064 ./data//train_images/10067.png\n",
      "6064 done jpg\n",
      "6065 ./data//train_images/2481.png\n",
      "6065 done jpg\n",
      "6066 ./data//train_images/8249.png\n",
      "6066 done jpg\n",
      "6067 ./data//train_images/4855.png\n",
      "6067 done jpg\n",
      "6068 ./data//train_images/10337.png\n",
      "6068 done jpg\n",
      "6069 ./data//train_images/5702.png\n",
      "6069 done jpg\n",
      "6070 ./data//train_images/6852.png\n",
      "6070 done jpg\n",
      "6071 ./data//train_images/2884.png\n",
      "6071 done jpg\n",
      "6072 ./data//train_images/4011.png\n",
      "6072 done jpg\n",
      "6073 ./data//train_images/3668.png\n",
      "6073 done jpg\n",
      "6074 ./data//train_images/4541.png\n",
      "6074 done jpg\n",
      "6075 ./data//train_images/5695.png\n",
      "6075 done jpg\n",
      "6076 ./data//train_images/6238.png\n",
      "6076 done jpg\n",
      "6077 ./data//train_images/8359.png\n",
      "6077 done jpg\n",
      "6078 ./data//train_images/5628.png\n",
      "6078 done jpg\n",
      "6079 ./data//train_images/699.png\n",
      "6079 done jpg\n",
      "6080 ./data//train_images/7952.png\n",
      "6080 done jpg\n",
      "6081 ./data//train_images/6534.png\n",
      "6081 done jpg\n",
      "6082 ./data//train_images/101.png\n",
      "6082 done jpg\n",
      "6083 ./data//train_images/4090.png\n",
      "6083 done jpg\n",
      "6084 ./data//train_images/8015.png\n",
      "6084 done jpg\n",
      "6085 ./data//train_images/5709.png\n",
      "6085 done jpg\n",
      "6086 ./data//train_images/4735.png\n",
      "6086 done jpg\n",
      "6087 ./data//train_images/6588.png\n",
      "6087 done jpg\n",
      "6088 ./data//train_images/10045.png\n",
      "6088 done jpg\n",
      "6089 ./data//train_images/7895.png\n",
      "6089 done jpg\n",
      "6090 ./data//train_images/426.png\n",
      "6090 done jpg\n",
      "6091 ./data//train_images/5043.png\n",
      "6091 done jpg\n",
      "6092 ./data//train_images/9381.png\n",
      "6092 done jpg\n",
      "6093 ./data//train_images/6915.png\n",
      "6093 done jpg\n",
      "6094 ./data//train_images/8370.png\n",
      "6094 done jpg\n",
      "6095 ./data//train_images/4736.png\n",
      "6095 done jpg\n",
      "6096 ./data//train_images/604.png\n",
      "6096 done jpg\n",
      "6097 ./data//train_images/10378.png\n",
      "6097 done jpg\n",
      "6098 ./data//train_images/3562.png\n",
      "6098 done jpg\n",
      "6099 ./data//train_images/6703.png\n",
      "6099 done jpg\n",
      "6100 ./data//train_images/9824.png\n",
      "6100 done jpg\n",
      "6101 ./data//train_images/146.png\n",
      "6101 done jpg\n",
      "6102 ./data//train_images/2580.png\n",
      "6102 done jpg\n",
      "6103 ./data//train_images/602.png\n",
      "6103 done jpg\n",
      "6104 ./data//train_images/7335.png\n",
      "6104 done jpg\n",
      "6105 ./data//train_images/5947.png\n",
      "6105 done jpg\n",
      "6106 ./data//train_images/849.png\n",
      "6106 done jpg\n",
      "6107 ./data//train_images/10080.png\n",
      "6107 done jpg\n",
      "6108 ./data//train_images/9195.png\n",
      "6108 done jpg\n",
      "6109 ./data//train_images/9134.png\n",
      "6109 done jpg\n",
      "6110 ./data//train_images/2243.png\n",
      "6110 done jpg\n",
      "6111 ./data//train_images/9635.png\n",
      "6111 done jpg\n",
      "6112 ./data//train_images/6624.png\n",
      "6112 done jpg\n",
      "6113 ./data//train_images/473.png\n",
      "6113 done jpg\n",
      "6114 ./data//train_images/1994.png\n",
      "6114 done jpg\n",
      "6115 ./data//train_images/3374.png\n",
      "6115 done jpg\n",
      "6116 ./data//train_images/2137.png\n",
      "6116 done jpg\n",
      "6117 ./data//train_images/9921.png\n",
      "6117 done jpg\n",
      "6118 ./data//train_images/1908.png\n",
      "6118 done jpg\n",
      "6119 ./data//train_images/6902.png\n",
      "6119 done jpg\n",
      "6120 ./data//train_images/9778.png\n",
      "6120 done jpg\n",
      "6121 ./data//train_images/4636.png\n",
      "6121 done jpg\n",
      "6122 ./data//train_images/9877.png\n",
      "6122 done jpg\n",
      "6123 ./data//train_images/774.png\n",
      "6123 done jpg\n",
      "6124 ./data//train_images/1304.png\n",
      "6124 done jpg\n",
      "6125 ./data//train_images/10137.png\n",
      "6125 done jpg\n",
      "6126 ./data//train_images/2012.png\n",
      "6126 done jpg\n",
      "6127 ./data//train_images/9734.png\n",
      "6127 done jpg\n",
      "6128 ./data//train_images/10402.png\n",
      "6128 done jpg\n",
      "6129 ./data//train_images/3147.png\n",
      "6129 done jpg\n",
      "6130 ./data//train_images/3055.png\n",
      "6130 done jpg\n",
      "6131 ./data//train_images/5816.png\n",
      "6131 done jpg\n",
      "6132 ./data//train_images/8417.png\n",
      "6132 done jpg\n",
      "6133 ./data//train_images/7479.png\n",
      "6133 done jpg\n",
      "6134 ./data//train_images/5496.png\n",
      "6134 done jpg\n",
      "6135 ./data//train_images/1273.png\n",
      "6135 done jpg\n",
      "6136 ./data//train_images/156.png\n",
      "6136 done jpg\n",
      "6137 ./data//train_images/10295.png\n",
      "6137 done jpg\n",
      "6138 ./data//train_images/757.png\n",
      "6138 done jpg\n",
      "6139 ./data//train_images/7046.png\n",
      "6139 done jpg\n",
      "6140 ./data//train_images/2949.png\n",
      "6140 done jpg\n",
      "6141 ./data//train_images/8624.png\n",
      "6141 done jpg\n",
      "6142 ./data//train_images/8832.png\n",
      "6142 done jpg\n",
      "6143 ./data//train_images/1021.png\n",
      "6143 done jpg\n",
      "6144 ./data//train_images/2578.png\n",
      "6144 done jpg\n",
      "6145 ./data//train_images/129.png\n",
      "6145 done jpg\n",
      "6146 ./data//train_images/5654.png\n",
      "6146 done jpg\n",
      "6147 ./data//train_images/10391.png\n",
      "6147 done jpg\n",
      "6148 ./data//train_images/761.png\n",
      "6148 done jpg\n",
      "6149 ./data//train_images/10298.png\n",
      "6149 done jpg\n",
      "6150 ./data//train_images/6681.png\n",
      "6150 done jpg\n",
      "6151 ./data//train_images/8539.png\n",
      "6151 done jpg\n",
      "6152 ./data//train_images/4269.png\n",
      "6152 done jpg\n",
      "6153 ./data//train_images/169.png\n",
      "6153 done jpg\n",
      "6154 ./data//train_images/754.png\n",
      "6154 done jpg\n",
      "6155 ./data//train_images/6353.png\n",
      "6155 done jpg\n",
      "6156 ./data//train_images/3307.png\n",
      "6156 done jpg\n",
      "6157 ./data//train_images/4324.png\n",
      "6157 done jpg\n",
      "6158 ./data//train_images/5778.png\n",
      "6158 done jpg\n",
      "6159 ./data//train_images/1088.png\n",
      "6159 done jpg\n",
      "6160 ./data//train_images/3449.png\n",
      "6160 done jpg\n",
      "6161 ./data//train_images/25.png\n",
      "6161 done jpg\n",
      "6162 ./data//train_images/2566.png\n",
      "6162 done jpg\n",
      "6163 ./data//train_images/2449.png\n",
      "6163 done jpg\n",
      "6164 ./data//train_images/6851.png\n",
      "6164 done jpg\n",
      "6165 ./data//train_images/8148.png\n",
      "6165 done jpg\n",
      "6166 ./data//train_images/10438.png\n",
      "6166 done jpg\n",
      "6167 ./data//train_images/5333.png\n",
      "6167 done jpg\n",
      "6168 ./data//train_images/7612.png\n",
      "6168 done jpg\n",
      "6169 ./data//train_images/1293.png\n",
      "6169 done jpg\n",
      "6170 ./data//train_images/7510.png\n",
      "6170 done jpg\n",
      "6171 ./data//train_images/5889.png\n",
      "6171 done jpg\n",
      "6172 ./data//train_images/1009.png\n",
      "6172 done jpg\n",
      "6173 ./data//train_images/4211.png\n",
      "6173 done jpg\n",
      "6174 ./data//train_images/5236.png\n",
      "6174 done jpg\n",
      "6175 ./data//train_images/8221.png\n",
      "6175 done jpg\n",
      "6176 ./data//train_images/9011.png\n",
      "6176 done jpg\n",
      "6177 ./data//train_images/1056.png\n",
      "6177 done jpg\n",
      "6178 ./data//train_images/9377.png\n",
      "6178 done jpg\n",
      "6179 ./data//train_images/2419.png\n",
      "6179 done jpg\n",
      "6180 ./data//train_images/6895.png\n",
      "6180 done jpg\n",
      "6181 ./data//train_images/1076.png\n",
      "6181 done jpg\n",
      "6182 ./data//train_images/2678.png\n",
      "6182 done jpg\n",
      "6183 ./data//train_images/6212.png\n",
      "6183 done jpg\n",
      "6184 ./data//train_images/3742.png\n",
      "6184 done jpg\n",
      "6185 ./data//train_images/5903.png\n",
      "6185 done jpg\n",
      "6186 ./data//train_images/1723.png\n",
      "6186 done jpg\n",
      "6187 ./data//train_images/2375.png\n",
      "6187 done jpg\n",
      "6188 ./data//train_images/4652.png\n",
      "6188 done jpg\n",
      "6189 ./data//train_images/5296.png\n",
      "6189 done jpg\n",
      "6190 ./data//train_images/9490.png\n",
      "6190 done jpg\n",
      "6191 ./data//train_images/5359.png\n",
      "6191 done jpg\n",
      "6192 ./data//train_images/1573.png\n",
      "6192 done jpg\n",
      "6193 ./data//train_images/1984.png\n",
      "6193 done jpg\n",
      "6194 ./data//train_images/4848.png\n",
      "6194 done jpg\n",
      "6195 ./data//train_images/9387.png\n",
      "6195 done jpg\n",
      "6196 ./data//train_images/2606.png\n",
      "6196 done jpg\n",
      "6197 ./data//train_images/10460.png\n",
      "6197 done jpg\n",
      "6198 ./data//train_images/5241.png\n",
      "6198 done jpg\n",
      "6199 ./data//train_images/4861.png\n",
      "6199 done jpg\n",
      "6200 ./data//train_images/2082.png\n",
      "6200 done jpg\n",
      "6201 ./data//train_images/8388.png\n",
      "6201 done jpg\n",
      "6202 ./data//train_images/347.png\n",
      "6202 done jpg\n",
      "6203 ./data//train_images/6687.png\n",
      "6203 done jpg\n",
      "6204 ./data//train_images/5598.png\n",
      "6204 done jpg\n",
      "6205 ./data//train_images/3428.png\n",
      "6205 done jpg\n",
      "6206 ./data//train_images/5071.png\n",
      "6206 done jpg\n",
      "6207 ./data//train_images/8845.png\n",
      "6207 done jpg\n",
      "6208 ./data//train_images/2133.png\n",
      "6208 done jpg\n",
      "6209 ./data//train_images/10282.png\n",
      "6209 done jpg\n",
      "6210 ./data//train_images/9148.png\n",
      "6210 done jpg\n",
      "6211 ./data//train_images/9491.png\n",
      "6211 done jpg\n",
      "6212 ./data//train_images/8117.png\n",
      "6212 done jpg\n",
      "6213 ./data//train_images/8408.png\n",
      "6213 done jpg\n",
      "6214 ./data//train_images/81.png\n",
      "6214 done jpg\n",
      "6215 ./data//train_images/2089.png\n",
      "6215 done jpg\n",
      "6216 ./data//train_images/10172.png\n",
      "6216 done jpg\n",
      "6217 ./data//train_images/5758.png\n",
      "6217 done jpg\n",
      "6218 ./data//train_images/67.png\n",
      "6218 done jpg\n",
      "6219 ./data//train_images/8254.png\n",
      "6219 done jpg\n",
      "6220 ./data//train_images/865.png\n",
      "6220 done jpg\n",
      "6221 ./data//train_images/10075.png\n",
      "6221 done jpg\n",
      "6222 ./data//train_images/183.png\n",
      "6222 done jpg\n",
      "6223 ./data//train_images/1456.png\n",
      "6223 done jpg\n",
      "6224 ./data//train_images/3950.png\n",
      "6224 done jpg\n",
      "6225 ./data//train_images/5935.png\n",
      "6225 done jpg\n",
      "6226 ./data//train_images/508.png\n",
      "6226 done jpg\n",
      "6227 ./data//train_images/2572.png\n",
      "6227 done jpg\n",
      "6228 ./data//train_images/8518.png\n",
      "6228 done jpg\n",
      "6229 ./data//train_images/6040.png\n",
      "6229 done jpg\n",
      "6230 ./data//train_images/4029.png\n",
      "6230 done jpg\n",
      "6231 ./data//train_images/7702.png\n",
      "6231 done jpg\n",
      "6232 ./data//train_images/8901.png\n",
      "6232 done jpg\n",
      "6233 ./data//train_images/6579.png\n",
      "6233 done jpg\n",
      "6234 ./data//train_images/9393.png\n",
      "6234 done jpg\n",
      "6235 ./data//train_images/6364.png\n",
      "6235 done jpg\n",
      "6236 ./data//train_images/9731.png\n",
      "6236 done jpg\n",
      "6237 ./data//train_images/10153.png\n",
      "6237 done jpg\n",
      "6238 ./data//train_images/8050.png\n",
      "6238 done jpg\n",
      "6239 ./data//train_images/6670.png\n",
      "6239 done jpg\n",
      "6240 ./data//train_images/10436.png\n",
      "6240 done jpg\n",
      "6241 ./data//train_images/6773.png\n",
      "6241 done jpg\n",
      "6242 ./data//train_images/7418.png\n",
      "6242 done jpg\n",
      "6243 ./data//train_images/10570.png\n",
      "6243 done jpg\n",
      "6244 ./data//train_images/4145.png\n",
      "6244 done jpg\n",
      "6245 ./data//train_images/6667.png\n",
      "6245 done jpg\n",
      "6246 ./data//train_images/116.png\n",
      "6246 done jpg\n",
      "6247 ./data//train_images/2445.png\n",
      "6247 done jpg\n",
      "6248 ./data//train_images/6769.png\n",
      "6248 done jpg\n",
      "6249 ./data//train_images/7643.png\n",
      "6249 done jpg\n",
      "6250 ./data//train_images/7257.png\n",
      "6250 done jpg\n",
      "6251 ./data//train_images/4747.png\n",
      "6251 done jpg\n",
      "6252 ./data//train_images/2517.png\n",
      "6252 done jpg\n",
      "6253 ./data//train_images/8449.png\n",
      "6253 done jpg\n",
      "6254 ./data//train_images/10031.png\n",
      "6254 done jpg\n",
      "6255 ./data//train_images/5447.png\n",
      "6255 done jpg\n",
      "6256 ./data//train_images/2132.png\n",
      "6256 done jpg\n",
      "6257 ./data//train_images/1332.png\n",
      "6257 done jpg\n",
      "6258 ./data//train_images/8478.png\n",
      "6258 done jpg\n",
      "6259 ./data//train_images/3988.png\n",
      "6259 done jpg\n",
      "6260 ./data//train_images/10513.png\n",
      "6260 done jpg\n",
      "6261 ./data//train_images/10577.png\n",
      "6261 done jpg\n",
      "6262 ./data//train_images/5177.png\n",
      "6262 done jpg\n",
      "6263 ./data//train_images/9817.png\n",
      "6263 done jpg\n",
      "6264 ./data//train_images/9722.png\n",
      "6264 done jpg\n",
      "6265 ./data//train_images/2655.png\n",
      "6265 done jpg\n",
      "6266 ./data//train_images/887.png\n",
      "6266 done jpg\n",
      "6267 ./data//train_images/5281.png\n",
      "6267 done jpg\n",
      "6268 ./data//train_images/9334.png\n",
      "6268 done jpg\n",
      "6269 ./data//train_images/3535.png\n",
      "6269 done jpg\n",
      "6270 ./data//train_images/4969.png\n",
      "6270 done jpg\n",
      "6271 ./data//train_images/8043.png\n",
      "6271 done jpg\n",
      "6272 ./data//train_images/6343.png\n",
      "6272 done jpg\n",
      "6273 ./data//train_images/1298.png\n",
      "6273 done jpg\n",
      "6274 ./data//train_images/2180.png\n",
      "6274 done jpg\n",
      "6275 ./data//train_images/5147.png\n",
      "6275 done jpg\n",
      "6276 ./data//train_images/5880.png\n",
      "6276 done jpg\n",
      "6277 ./data//train_images/8872.png\n",
      "6277 done jpg\n",
      "6278 ./data//train_images/1282.png\n",
      "6278 done jpg\n",
      "6279 ./data//train_images/5440.png\n",
      "6279 done jpg\n",
      "6280 ./data//train_images/10202.png\n",
      "6280 done jpg\n",
      "6281 ./data//train_images/458.png\n",
      "6281 done jpg\n",
      "6282 ./data//train_images/8084.png\n",
      "6282 done jpg\n",
      "6283 ./data//train_images/8333.png\n",
      "6283 done jpg\n",
      "6284 ./data//train_images/14.png\n",
      "6284 done jpg\n",
      "6285 ./data//train_images/4612.png\n",
      "6285 done jpg\n",
      "6286 ./data//train_images/1942.png\n",
      "6286 done jpg\n",
      "6287 ./data//train_images/4669.png\n",
      "6287 done jpg\n",
      "6288 ./data//train_images/10196.png\n",
      "6288 done jpg\n",
      "6289 ./data//train_images/9816.png\n",
      "6289 done jpg\n",
      "6290 ./data//train_images/8915.png\n",
      "6290 done jpg\n",
      "6291 ./data//train_images/7271.png\n",
      "6291 done jpg\n",
      "6292 ./data//train_images/1839.png\n",
      "6292 done jpg\n",
      "6293 ./data//train_images/167.png\n",
      "6293 done jpg\n",
      "6294 ./data//train_images/4382.png\n",
      "6294 done jpg\n",
      "6295 ./data//train_images/8993.png\n",
      "6295 done jpg\n",
      "6296 ./data//train_images/4830.png\n",
      "6296 done jpg\n",
      "6297 ./data//train_images/8275.png\n",
      "6297 done jpg\n",
      "6298 ./data//train_images/8930.png\n",
      "6298 done jpg\n",
      "6299 ./data//train_images/2140.png\n",
      "6299 done jpg\n",
      "6300 ./data//train_images/1340.png\n",
      "6300 done jpg\n",
      "6301 ./data//train_images/2136.png\n",
      "6301 done jpg\n",
      "6302 ./data//train_images/4250.png\n",
      "6302 done jpg\n",
      "6303 ./data//train_images/10140.png\n",
      "6303 done jpg\n",
      "6304 ./data//train_images/4956.png\n",
      "6304 done jpg\n",
      "6305 ./data//train_images/6615.png\n",
      "6305 done jpg\n",
      "6306 ./data//train_images/1627.png\n",
      "6306 done jpg\n",
      "6307 ./data//train_images/126.png\n",
      "6307 done jpg\n",
      "6308 ./data//train_images/2021.png\n",
      "6308 done jpg\n",
      "6309 ./data//train_images/924.png\n",
      "6309 done jpg\n",
      "6310 ./data//train_images/6403.png\n",
      "6310 done jpg\n",
      "6311 ./data//train_images/8267.png\n",
      "6311 done jpg\n",
      "6312 ./data//train_images/3430.png\n",
      "6312 done jpg\n",
      "6313 ./data//train_images/5274.png\n",
      "6313 done jpg\n",
      "6314 ./data//train_images/5436.png\n",
      "6314 done jpg\n",
      "6315 ./data//train_images/7191.png\n",
      "6315 done jpg\n",
      "6316 ./data//train_images/2313.png\n",
      "6316 done jpg\n",
      "6317 ./data//train_images/2676.png\n",
      "6317 done jpg\n",
      "6318 ./data//train_images/3971.png\n",
      "6318 done jpg\n",
      "6319 ./data//train_images/5328.png\n",
      "6319 done jpg\n",
      "6320 ./data//train_images/15.png\n",
      "6320 done jpg\n",
      "6321 ./data//train_images/1986.png\n",
      "6321 done jpg\n",
      "6322 ./data//train_images/7363.png\n",
      "6322 done jpg\n",
      "6323 ./data//train_images/8236.png\n",
      "6323 done jpg\n",
      "6324 ./data//train_images/7562.png\n",
      "6324 done jpg\n",
      "6325 ./data//train_images/8166.png\n",
      "6325 done jpg\n",
      "6326 ./data//train_images/10567.png\n",
      "6326 done jpg\n",
      "6327 ./data//train_images/297.png\n",
      "6327 done jpg\n",
      "6328 ./data//train_images/8526.png\n",
      "6328 done jpg\n",
      "6329 ./data//train_images/5249.png\n",
      "6329 done jpg\n",
      "6330 ./data//train_images/6990.png\n",
      "6330 done jpg\n",
      "6331 ./data//train_images/7057.png\n",
      "6331 done jpg\n",
      "6332 ./data//train_images/10104.png\n",
      "6332 done jpg\n",
      "6333 ./data//train_images/9289.png\n",
      "6333 done jpg\n",
      "6334 ./data//train_images/6064.png\n",
      "6334 done jpg\n",
      "6335 ./data//train_images/6614.png\n",
      "6335 done jpg\n",
      "6336 ./data//train_images/5884.png\n",
      "6336 done jpg\n",
      "6337 ./data//train_images/4206.png\n",
      "6337 done jpg\n",
      "6338 ./data//train_images/38.png\n",
      "6338 done jpg\n",
      "6339 ./data//train_images/7337.png\n",
      "6339 done jpg\n",
      "6340 ./data//train_images/10386.png\n",
      "6340 done jpg\n",
      "6341 ./data//train_images/9012.png\n",
      "6341 done jpg\n",
      "6342 ./data//train_images/8910.png\n",
      "6342 done jpg\n",
      "6343 ./data//train_images/8431.png\n",
      "6343 done jpg\n",
      "6344 ./data//train_images/7313.png\n",
      "6344 done jpg\n",
      "6345 ./data//train_images/208.png\n",
      "6345 done jpg\n",
      "6346 ./data//train_images/8004.png\n",
      "6346 done jpg\n",
      "6347 ./data//train_images/3300.png\n",
      "6347 done jpg\n",
      "6348 ./data//train_images/3406.png\n",
      "6348 done jpg\n",
      "6349 ./data//train_images/10459.png\n",
      "6349 done jpg\n",
      "6350 ./data//train_images/6506.png\n",
      "6350 done jpg\n",
      "6351 ./data//train_images/664.png\n",
      "6351 done jpg\n",
      "6352 ./data//train_images/9219.png\n",
      "6352 done jpg\n",
      "6353 ./data//train_images/388.png\n",
      "6353 done jpg\n",
      "6354 ./data//train_images/204.png\n",
      "6354 done jpg\n",
      "6355 ./data//train_images/10293.png\n",
      "6355 done jpg\n",
      "6356 ./data//train_images/7546.png\n",
      "6356 done jpg\n",
      "6357 ./data//train_images/5001.png\n",
      "6357 done jpg\n",
      "6358 ./data//train_images/9404.png\n",
      "6358 done jpg\n",
      "6359 ./data//train_images/4878.png\n",
      "6359 done jpg\n",
      "6360 ./data//train_images/10562.png\n",
      "6360 done jpg\n",
      "6361 ./data//train_images/5205.png\n",
      "6361 done jpg\n",
      "6362 ./data//train_images/889.png\n",
      "6362 done jpg\n",
      "6363 ./data//train_images/2346.png\n",
      "6363 done jpg\n",
      "6364 ./data//train_images/8358.png\n",
      "6364 done jpg\n",
      "6365 ./data//train_images/9780.png\n",
      "6365 done jpg\n",
      "6366 ./data//train_images/7210.png\n",
      "6366 done jpg\n",
      "6367 ./data//train_images/9294.png\n",
      "6367 done jpg\n",
      "6368 ./data//train_images/1560.png\n",
      "6368 done jpg\n",
      "6369 ./data//train_images/1338.png\n",
      "6369 done jpg\n",
      "6370 ./data//train_images/5414.png\n",
      "6370 done jpg\n",
      "6371 ./data//train_images/9113.png\n",
      "6371 done jpg\n",
      "6372 ./data//train_images/4953.png\n",
      "6372 done jpg\n",
      "6373 ./data//train_images/2117.png\n",
      "6373 done jpg\n",
      "6374 ./data//train_images/8735.png\n",
      "6374 done jpg\n",
      "6375 ./data//train_images/9094.png\n",
      "6375 done jpg\n",
      "6376 ./data//train_images/9628.png\n",
      "6376 done jpg\n",
      "6377 ./data//train_images/3869.png\n",
      "6377 done jpg\n",
      "6378 ./data//train_images/10456.png\n",
      "6378 done jpg\n",
      "6379 ./data//train_images/8788.png\n",
      "6379 done jpg\n",
      "6380 ./data//train_images/9932.png\n",
      "6380 done jpg\n",
      "6381 ./data//train_images/4973.png\n",
      "6381 done jpg\n",
      "6382 ./data//train_images/5556.png\n",
      "6382 done jpg\n",
      "6383 ./data//train_images/7473.png\n",
      "6383 done jpg\n",
      "6384 ./data//train_images/2438.png\n",
      "6384 done jpg\n",
      "6385 ./data//train_images/8536.png\n",
      "6385 done jpg\n",
      "6386 ./data//train_images/4261.png\n",
      "6386 done jpg\n",
      "6387 ./data//train_images/9910.png\n",
      "6387 done jpg\n",
      "6388 ./data//train_images/4808.png\n",
      "6388 done jpg\n",
      "6389 ./data//train_images/5337.png\n",
      "6389 done jpg\n",
      "6390 ./data//train_images/7424.png\n",
      "6390 done jpg\n",
      "6391 ./data//train_images/6952.png\n",
      "6391 done jpg\n",
      "6392 ./data//train_images/3053.png\n",
      "6392 done jpg\n",
      "6393 ./data//train_images/9754.png\n",
      "6393 done jpg\n",
      "6394 ./data//train_images/7656.png\n",
      "6394 done jpg\n",
      "6395 ./data//train_images/5283.png\n",
      "6395 done jpg\n",
      "6396 ./data//train_images/2145.png\n",
      "6396 done jpg\n",
      "6397 ./data//train_images/2622.png\n",
      "6397 done jpg\n",
      "6398 ./data//train_images/9765.png\n",
      "6398 done jpg\n",
      "6399 ./data//train_images/1677.png\n",
      "6399 done jpg\n",
      "6400 ./data//train_images/4653.png\n",
      "6400 done jpg\n",
      "6401 ./data//train_images/7041.png\n",
      "6401 done jpg\n",
      "6402 ./data//train_images/3325.png\n",
      "6402 done jpg\n",
      "6403 ./data//train_images/7456.png\n",
      "6403 done jpg\n",
      "6404 ./data//train_images/929.png\n",
      "6404 done jpg\n",
      "6405 ./data//train_images/2965.png\n",
      "6405 done jpg\n",
      "6406 ./data//train_images/10385.png\n",
      "6406 done jpg\n",
      "6407 ./data//train_images/8409.png\n",
      "6407 done jpg\n",
      "6408 ./data//train_images/2437.png\n",
      "6408 done jpg\n",
      "6409 ./data//train_images/5231.png\n",
      "6409 done jpg\n",
      "6410 ./data//train_images/3648.png\n",
      "6410 done jpg\n",
      "6411 ./data//train_images/8577.png\n",
      "6411 done jpg\n",
      "6412 ./data//train_images/8556.png\n",
      "6412 done jpg\n",
      "6413 ./data//train_images/2185.png\n",
      "6413 done jpg\n",
      "6414 ./data//train_images/309.png\n",
      "6414 done jpg\n",
      "6415 ./data//train_images/9327.png\n",
      "6415 done jpg\n",
      "6416 ./data//train_images/3949.png\n",
      "6416 done jpg\n",
      "6417 ./data//train_images/1399.png\n",
      "6417 done jpg\n",
      "6418 ./data//train_images/8962.png\n",
      "6418 done jpg\n",
      "6419 ./data//train_images/7065.png\n",
      "6419 done jpg\n",
      "6420 ./data//train_images/7125.png\n",
      "6420 done jpg\n",
      "6421 ./data//train_images/5833.png\n",
      "6421 done jpg\n",
      "6422 ./data//train_images/3513.png\n",
      "6422 done jpg\n",
      "6423 ./data//train_images/2693.png\n",
      "6423 done jpg\n",
      "6424 ./data//train_images/9771.png\n",
      "6424 done jpg\n",
      "6425 ./data//train_images/7718.png\n",
      "6425 done jpg\n",
      "6426 ./data//train_images/180.png\n",
      "6426 done jpg\n",
      "6427 ./data//train_images/6375.png\n",
      "6427 done jpg\n",
      "6428 ./data//train_images/4177.png\n",
      "6428 done jpg\n",
      "6429 ./data//train_images/8353.png\n",
      "6429 done jpg\n",
      "6430 ./data//train_images/2661.png\n",
      "6430 done jpg\n",
      "6431 ./data//train_images/1299.png\n",
      "6431 done jpg\n",
      "6432 ./data//train_images/6546.png\n",
      "6432 done jpg\n",
      "6433 ./data//train_images/8632.png\n",
      "6433 done jpg\n",
      "6434 ./data//train_images/1693.png\n",
      "6434 done jpg\n",
      "6435 ./data//train_images/6074.png\n",
      "6435 done jpg\n",
      "6436 ./data//train_images/9693.png\n",
      "6436 done jpg\n",
      "6437 ./data//train_images/665.png\n",
      "6437 done jpg\n",
      "6438 ./data//train_images/8140.png\n",
      "6438 done jpg\n",
      "6439 ./data//train_images/6130.png\n",
      "6439 done jpg\n",
      "6440 ./data//train_images/8978.png\n",
      "6440 done jpg\n",
      "6441 ./data//train_images/738.png\n",
      "6441 done jpg\n",
      "6442 ./data//train_images/216.png\n",
      "6442 done jpg\n",
      "6443 ./data//train_images/2440.png\n",
      "6443 done jpg\n",
      "6444 ./data//train_images/9916.png\n",
      "6444 done jpg\n",
      "6445 ./data//train_images/7253.png\n",
      "6445 done jpg\n",
      "6446 ./data//train_images/10292.png\n",
      "6446 done jpg\n",
      "6447 ./data//train_images/2528.png\n",
      "6447 done jpg\n",
      "6448 ./data//train_images/9719.png\n",
      "6448 done jpg\n",
      "6449 ./data//train_images/9874.png\n",
      "6449 done jpg\n",
      "6450 ./data//train_images/7622.png\n",
      "6450 done jpg\n",
      "6451 ./data//train_images/4086.png\n",
      "6451 done jpg\n",
      "6452 ./data//train_images/8191.png\n",
      "6452 done jpg\n",
      "6453 ./data//train_images/7290.png\n",
      "6453 done jpg\n",
      "6454 ./data//train_images/4675.png\n",
      "6454 done jpg\n",
      "6455 ./data//train_images/316.png\n",
      "6455 done jpg\n",
      "6456 ./data//train_images/4169.png\n",
      "6456 done jpg\n",
      "6457 ./data//train_images/9295.png\n",
      "6457 done jpg\n",
      "6458 ./data//train_images/1096.png\n",
      "6458 done jpg\n",
      "6459 ./data//train_images/1027.png\n",
      "6459 done jpg\n",
      "6460 ./data//train_images/8097.png\n",
      "6460 done jpg\n",
      "6461 ./data//train_images/5194.png\n",
      "6461 done jpg\n",
      "6462 ./data//train_images/5529.png\n",
      "6462 done jpg\n",
      "6463 ./data//train_images/5209.png\n",
      "6463 done jpg\n",
      "6464 ./data//train_images/591.png\n",
      "6464 done jpg\n",
      "6465 ./data//train_images/950.png\n",
      "6465 done jpg\n",
      "6466 ./data//train_images/6961.png\n",
      "6466 done jpg\n",
      "6467 ./data//train_images/1673.png\n",
      "6467 done jpg\n",
      "6468 ./data//train_images/5237.png\n",
      "6468 done jpg\n",
      "6469 ./data//train_images/9093.png\n",
      "6469 done jpg\n",
      "6470 ./data//train_images/6219.png\n",
      "6470 done jpg\n",
      "6471 ./data//train_images/1525.png\n",
      "6471 done jpg\n",
      "6472 ./data//train_images/5179.png\n",
      "6472 done jpg\n",
      "6473 ./data//train_images/7797.png\n",
      "6473 done jpg\n",
      "6474 ./data//train_images/2617.png\n",
      "6474 done jpg\n",
      "6475 ./data//train_images/6178.png\n",
      "6475 done jpg\n",
      "6476 ./data//train_images/1595.png\n",
      "6476 done jpg\n",
      "6477 ./data//train_images/9839.png\n",
      "6477 done jpg\n",
      "6478 ./data//train_images/4777.png\n",
      "6478 done jpg\n",
      "6479 ./data//train_images/7042.png\n",
      "6479 done jpg\n",
      "6480 ./data//train_images/6965.png\n",
      "6480 done jpg\n",
      "6481 ./data//train_images/3078.png\n",
      "6481 done jpg\n",
      "6482 ./data//train_images/6500.png\n",
      "6482 done jpg\n",
      "6483 ./data//train_images/7395.png\n",
      "6483 done jpg\n",
      "6484 ./data//train_images/9941.png\n",
      "6484 done jpg\n",
      "6485 ./data//train_images/2861.png\n",
      "6485 done jpg\n",
      "6486 ./data//train_images/8816.png\n",
      "6486 done jpg\n",
      "6487 ./data//train_images/9914.png\n",
      "6487 done jpg\n",
      "6488 ./data//train_images/963.png\n",
      "6488 done jpg\n",
      "6489 ./data//train_images/6257.png\n",
      "6489 done jpg\n",
      "6490 ./data//train_images/2465.png\n",
      "6490 done jpg\n",
      "6491 ./data//train_images/1222.png\n",
      "6491 done jpg\n",
      "6492 ./data//train_images/7061.png\n",
      "6492 done jpg\n",
      "6493 ./data//train_images/6411.png\n",
      "6493 done jpg\n",
      "6494 ./data//train_images/543.png\n",
      "6494 done jpg\n",
      "6495 ./data//train_images/843.png\n",
      "6495 done jpg\n",
      "6496 ./data//train_images/5940.png\n",
      "6496 done jpg\n",
      "6497 ./data//train_images/4038.png\n",
      "6497 done jpg\n",
      "6498 ./data//train_images/438.png\n",
      "6498 done jpg\n",
      "6499 ./data//train_images/10229.png\n",
      "6499 done jpg\n",
      "6500 ./data//train_images/5794.png\n",
      "6500 done jpg\n",
      "6501 ./data//train_images/1924.png\n",
      "6501 done jpg\n",
      "6502 ./data//train_images/8545.png\n",
      "6502 done jpg\n",
      "6503 ./data//train_images/9974.png\n",
      "6503 done jpg\n",
      "6504 ./data//train_images/3241.png\n",
      "6504 done jpg\n",
      "6505 ./data//train_images/4912.png\n",
      "6505 done jpg\n",
      "6506 ./data//train_images/2560.png\n",
      "6506 done jpg\n",
      "6507 ./data//train_images/281.png\n",
      "6507 done jpg\n",
      "6508 ./data//train_images/3360.png\n",
      "6508 done jpg\n",
      "6509 ./data//train_images/3790.png\n",
      "6509 done jpg\n",
      "6510 ./data//train_images/1205.png\n",
      "6510 done jpg\n",
      "6511 ./data//train_images/6821.png\n",
      "6511 done jpg\n",
      "6512 ./data//train_images/7433.png\n",
      "6512 done jpg\n",
      "6513 ./data//train_images/7107.png\n",
      "6513 done jpg\n",
      "6514 ./data//train_images/9623.png\n",
      "6514 done jpg\n",
      "6515 ./data//train_images/1783.png\n",
      "6515 done jpg\n",
      "6516 ./data//train_images/8979.png\n",
      "6516 done jpg\n",
      "6517 ./data//train_images/4698.png\n",
      "6517 done jpg\n",
      "6518 ./data//train_images/10524.png\n",
      "6518 done jpg\n",
      "6519 ./data//train_images/3857.png\n",
      "6519 done jpg\n",
      "6520 ./data//train_images/2584.png\n",
      "6520 done jpg\n",
      "6521 ./data//train_images/7688.png\n",
      "6521 done jpg\n",
      "6522 ./data//train_images/5335.png\n",
      "6522 done jpg\n",
      "6523 ./data//train_images/6065.png\n",
      "6523 done jpg\n",
      "6524 ./data//train_images/1033.png\n",
      "6524 done jpg\n",
      "6525 ./data//train_images/6727.png\n",
      "6525 done jpg\n",
      "6526 ./data//train_images/5061.png\n",
      "6526 done jpg\n",
      "6527 ./data//train_images/9272.png\n",
      "6527 done jpg\n",
      "6528 ./data//train_images/304.png\n",
      "6528 done jpg\n",
      "6529 ./data//train_images/1178.png\n",
      "6529 done jpg\n",
      "6530 ./data//train_images/3111.png\n",
      "6530 done jpg\n",
      "6531 ./data//train_images/5937.png\n",
      "6531 done jpg\n",
      "6532 ./data//train_images/6318.png\n",
      "6532 done jpg\n",
      "6533 ./data//train_images/8142.png\n",
      "6533 done jpg\n",
      "6534 ./data//train_images/8627.png\n",
      "6534 done jpg\n",
      "6535 ./data//train_images/1467.png\n",
      "6535 done jpg\n",
      "6536 ./data//train_images/3076.png\n",
      "6536 done jpg\n",
      "6537 ./data//train_images/6647.png\n",
      "6537 done jpg\n",
      "6538 ./data//train_images/10286.png\n",
      "6538 done jpg\n",
      "6539 ./data//train_images/3728.png\n",
      "6539 done jpg\n",
      "6540 ./data//train_images/9661.png\n",
      "6540 done jpg\n",
      "6541 ./data//train_images/9539.png\n",
      "6541 done jpg\n",
      "6542 ./data//train_images/3876.png\n",
      "6542 done jpg\n",
      "6543 ./data//train_images/4487.png\n",
      "6543 done jpg\n",
      "6544 ./data//train_images/6015.png\n",
      "6544 done jpg\n",
      "6545 ./data//train_images/2995.png\n",
      "6545 done jpg\n",
      "6546 ./data//train_images/9164.png\n",
      "6546 done jpg\n",
      "6547 ./data//train_images/10206.png\n",
      "6547 done jpg\n",
      "6548 ./data//train_images/8477.png\n",
      "6548 done jpg\n",
      "6549 ./data//train_images/3680.png\n",
      "6549 done jpg\n",
      "6550 ./data//train_images/2819.png\n",
      "6550 done jpg\n",
      "6551 ./data//train_images/910.png\n",
      "6551 done jpg\n",
      "6552 ./data//train_images/9035.png\n",
      "6552 done jpg\n",
      "6553 ./data//train_images/10129.png\n",
      "6553 done jpg\n",
      "6554 ./data//train_images/9504.png\n",
      "6554 done jpg\n",
      "6555 ./data//train_images/9800.png\n",
      "6555 done jpg\n",
      "6556 ./data//train_images/3644.png\n",
      "6556 done jpg\n",
      "6557 ./data//train_images/8441.png\n",
      "6557 done jpg\n",
      "6558 ./data//train_images/4818.png\n",
      "6558 done jpg\n",
      "6559 ./data//train_images/7637.png\n",
      "6559 done jpg\n",
      "6560 ./data//train_images/9066.png\n",
      "6560 done jpg\n",
      "6561 ./data//train_images/1554.png\n",
      "6561 done jpg\n",
      "6562 ./data//train_images/4439.png\n",
      "6562 done jpg\n",
      "6563 ./data//train_images/7371.png\n",
      "6563 done jpg\n",
      "6564 ./data//train_images/219.png\n",
      "6564 done jpg\n",
      "6565 ./data//train_images/4069.png\n",
      "6565 done jpg\n",
      "6566 ./data//train_images/10401.png\n",
      "6566 done jpg\n",
      "6567 ./data//train_images/5488.png\n",
      "6567 done jpg\n",
      "6568 ./data//train_images/10397.png\n",
      "6568 done jpg\n",
      "6569 ./data//train_images/5665.png\n",
      "6569 done jpg\n",
      "6570 ./data//train_images/2579.png\n",
      "6570 done jpg\n",
      "6571 ./data//train_images/1260.png\n",
      "6571 done jpg\n",
      "6572 ./data//train_images/3065.png\n",
      "6572 done jpg\n",
      "6573 ./data//train_images/788.png\n",
      "6573 done jpg\n",
      "6574 ./data//train_images/2680.png\n",
      "6574 done jpg\n",
      "6575 ./data//train_images/4584.png\n",
      "6575 done jpg\n",
      "6576 ./data//train_images/4303.png\n",
      "6576 done jpg\n",
      "6577 ./data//train_images/8318.png\n",
      "6577 done jpg\n",
      "6578 ./data//train_images/5897.png\n",
      "6578 done jpg\n",
      "6579 ./data//train_images/5103.png\n",
      "6579 done jpg\n",
      "6580 ./data//train_images/6469.png\n",
      "6580 done jpg\n",
      "6581 ./data//train_images/7006.png\n",
      "6581 done jpg\n",
      "6582 ./data//train_images/2429.png\n",
      "6582 done jpg\n",
      "6583 ./data//train_images/2414.png\n",
      "6583 done jpg\n",
      "6584 ./data//train_images/2047.png\n",
      "6584 done jpg\n",
      "6585 ./data//train_images/758.png\n",
      "6585 done jpg\n",
      "6586 ./data//train_images/7240.png\n",
      "6586 done jpg\n",
      "6587 ./data//train_images/5538.png\n",
      "6587 done jpg\n",
      "6588 ./data//train_images/1927.png\n",
      "6588 done jpg\n",
      "6589 ./data//train_images/1452.png\n",
      "6589 done jpg\n",
      "6590 ./data//train_images/10516.png\n",
      "6590 done jpg\n",
      "6591 ./data//train_images/3198.png\n",
      "6591 done jpg\n",
      "6592 ./data//train_images/683.png\n",
      "6592 done jpg\n",
      "6593 ./data//train_images/2967.png\n",
      "6593 done jpg\n",
      "6594 ./data//train_images/8875.png\n",
      "6594 done jpg\n",
      "6595 ./data//train_images/7188.png\n",
      "6595 done jpg\n",
      "6596 ./data//train_images/9951.png\n",
      "6596 done jpg\n",
      "6597 ./data//train_images/274.png\n",
      "6597 done jpg\n",
      "6598 ./data//train_images/2583.png\n",
      "6598 done jpg\n",
      "6599 ./data//train_images/6553.png\n",
      "6599 done jpg\n",
      "6600 ./data//train_images/8301.png\n",
      "6600 done jpg\n",
      "6601 ./data//train_images/1558.png\n",
      "6601 done jpg\n",
      "6602 ./data//train_images/9636.png\n",
      "6602 done jpg\n",
      "6603 ./data//train_images/7030.png\n",
      "6603 done jpg\n",
      "6604 ./data//train_images/9834.png\n",
      "6604 done jpg\n",
      "6605 ./data//train_images/5078.png\n",
      "6605 done jpg\n",
      "6606 ./data//train_images/1873.png\n",
      "6606 done jpg\n",
      "6607 ./data//train_images/6115.png\n",
      "6607 done jpg\n",
      "6608 ./data//train_images/4921.png\n",
      "6608 done jpg\n",
      "6609 ./data//train_images/4994.png\n",
      "6609 done jpg\n",
      "6610 ./data//train_images/7113.png\n",
      "6610 done jpg\n",
      "6611 ./data//train_images/3580.png\n",
      "6611 done jpg\n",
      "6612 ./data//train_images/3738.png\n",
      "6612 done jpg\n",
      "6613 ./data//train_images/5924.png\n",
      "6613 done jpg\n",
      "6614 ./data//train_images/7608.png\n",
      "6614 done jpg\n",
      "6615 ./data//train_images/6478.png\n",
      "6615 done jpg\n",
      "6616 ./data//train_images/3383.png\n",
      "6616 done jpg\n",
      "6617 ./data//train_images/6804.png\n",
      "6617 done jpg\n",
      "6618 ./data//train_images/869.png\n",
      "6618 done jpg\n",
      "6619 ./data//train_images/10025.png\n",
      "6619 done jpg\n",
      "6620 ./data//train_images/845.png\n",
      "6620 done jpg\n",
      "6621 ./data//train_images/5412.png\n",
      "6621 done jpg\n",
      "6622 ./data//train_images/6113.png\n",
      "6622 done jpg\n",
      "6623 ./data//train_images/8999.png\n",
      "6623 done jpg\n",
      "6624 ./data//train_images/4089.png\n",
      "6624 done jpg\n",
      "6625 ./data//train_images/9451.png\n",
      "6625 done jpg\n",
      "6626 ./data//train_images/10123.png\n",
      "6626 done jpg\n",
      "6627 ./data//train_images/4504.png\n",
      "6627 done jpg\n",
      "6628 ./data//train_images/4631.png\n",
      "6628 done jpg\n",
      "6629 ./data//train_images/4909.png\n",
      "6629 done jpg\n",
      "6630 ./data//train_images/10078.png\n",
      "6630 done jpg\n",
      "6631 ./data//train_images/2540.png\n",
      "6631 done jpg\n",
      "6632 ./data//train_images/9031.png\n",
      "6632 done jpg\n",
      "6633 ./data//train_images/7325.png\n",
      "6633 done jpg\n",
      "6634 ./data//train_images/10227.png\n",
      "6634 done jpg\n",
      "6635 ./data//train_images/2648.png\n",
      "6635 done jpg\n",
      "6636 ./data//train_images/2022.png\n",
      "6636 done jpg\n",
      "6637 ./data//train_images/9971.png\n",
      "6637 done jpg\n",
      "6638 ./data//train_images/5014.png\n",
      "6638 done jpg\n",
      "6639 ./data//train_images/9653.png\n",
      "6639 done jpg\n",
      "6640 ./data//train_images/4243.png\n",
      "6640 done jpg\n",
      "6641 ./data//train_images/210.png\n",
      "6641 done jpg\n",
      "6642 ./data//train_images/2396.png\n",
      "6642 done jpg\n",
      "6643 ./data//train_images/2433.png\n",
      "6643 done jpg\n",
      "6644 ./data//train_images/6226.png\n",
      "6644 done jpg\n",
      "6645 ./data//train_images/9899.png\n",
      "6645 done jpg\n",
      "6646 ./data//train_images/6120.png\n",
      "6646 done jpg\n",
      "6647 ./data//train_images/9980.png\n",
      "6647 done jpg\n",
      "6648 ./data//train_images/556.png\n",
      "6648 done jpg\n",
      "6649 ./data//train_images/3268.png\n",
      "6649 done jpg\n",
      "6650 ./data//train_images/9736.png\n",
      "6650 done jpg\n",
      "6651 ./data//train_images/548.png\n",
      "6651 done jpg\n",
      "6652 ./data//train_images/5738.png\n",
      "6652 done jpg\n",
      "6653 ./data//train_images/3066.png\n",
      "6653 done jpg\n",
      "6654 ./data//train_images/4331.png\n",
      "6654 done jpg\n",
      "6655 ./data//train_images/953.png\n",
      "6655 done jpg\n",
      "6656 ./data//train_images/8450.png\n",
      "6656 done jpg\n",
      "6657 ./data//train_images/6109.png\n",
      "6657 done jpg\n",
      "6658 ./data//train_images/5948.png\n",
      "6658 done jpg\n",
      "6659 ./data//train_images/1825.png\n",
      "6659 done jpg\n",
      "6660 ./data//train_images/3587.png\n",
      "6660 done jpg\n",
      "6661 ./data//train_images/4775.png\n",
      "6661 done jpg\n",
      "6662 ./data//train_images/4437.png\n",
      "6662 done jpg\n",
      "6663 ./data//train_images/487.png\n",
      "6663 done jpg\n",
      "6664 ./data//train_images/2077.png\n",
      "6664 done jpg\n",
      "6665 ./data//train_images/6363.png\n",
      "6665 done jpg\n",
      "6666 ./data//train_images/1850.png\n",
      "6666 done jpg\n",
      "6667 ./data//train_images/1634.png\n",
      "6667 done jpg\n",
      "6668 ./data//train_images/4017.png\n",
      "6668 done jpg\n",
      "6669 ./data//train_images/648.png\n",
      "6669 done jpg\n",
      "6670 ./data//train_images/8072.png\n",
      "6670 done jpg\n",
      "6671 ./data//train_images/9300.png\n",
      "6671 done jpg\n",
      "6672 ./data//train_images/3172.png\n",
      "6672 done jpg\n",
      "6673 ./data//train_images/193.png\n",
      "6673 done jpg\n",
      "6674 ./data//train_images/475.png\n",
      "6674 done jpg\n",
      "6675 ./data//train_images/5595.png\n",
      "6675 done jpg\n",
      "6676 ./data//train_images/3700.png\n",
      "6676 done jpg\n",
      "6677 ./data//train_images/7577.png\n",
      "6677 done jpg\n",
      "6678 ./data//train_images/3340.png\n",
      "6678 done jpg\n",
      "6679 ./data//train_images/9405.png\n",
      "6679 done jpg\n",
      "6680 ./data//train_images/9061.png\n",
      "6680 done jpg\n",
      "6681 ./data//train_images/3806.png\n",
      "6681 done jpg\n",
      "6682 ./data//train_images/8040.png\n",
      "6682 done jpg\n",
      "6683 ./data//train_images/8699.png\n",
      "6683 done jpg\n",
      "6684 ./data//train_images/2520.png\n",
      "6684 done jpg\n",
      "6685 ./data//train_images/1132.png\n",
      "6685 done jpg\n",
      "6686 ./data//train_images/3173.png\n",
      "6686 done jpg\n",
      "6687 ./data//train_images/2757.png\n",
      "6687 done jpg\n",
      "6688 ./data//train_images/2645.png\n",
      "6688 done jpg\n",
      "6689 ./data//train_images/4443.png\n",
      "6689 done jpg\n",
      "6690 ./data//train_images/5263.png\n",
      "6690 done jpg\n",
      "6691 ./data//train_images/8500.png\n",
      "6691 done jpg\n",
      "6692 ./data//train_images/7764.png\n",
      "6692 done jpg\n",
      "6693 ./data//train_images/6834.png\n",
      "6693 done jpg\n",
      "6694 ./data//train_images/7019.png\n",
      "6694 done jpg\n",
      "6695 ./data//train_images/7967.png\n",
      "6695 done jpg\n",
      "6696 ./data//train_images/6893.png\n",
      "6696 done jpg\n",
      "6697 ./data//train_images/5706.png\n",
      "6697 done jpg\n",
      "6698 ./data//train_images/5746.png\n",
      "6698 done jpg\n",
      "6699 ./data//train_images/4532.png\n",
      "6699 done jpg\n",
      "6700 ./data//train_images/6699.png\n",
      "6700 done jpg\n",
      "6701 ./data//train_images/5292.png\n",
      "6701 done jpg\n",
      "6702 ./data//train_images/5661.png\n",
      "6702 done jpg\n",
      "6703 ./data//train_images/5064.png\n",
      "6703 done jpg\n",
      "6704 ./data//train_images/1606.png\n",
      "6704 done jpg\n",
      "6705 ./data//train_images/5812.png\n",
      "6705 done jpg\n",
      "6706 ./data//train_images/9803.png\n",
      "6706 done jpg\n",
      "6707 ./data//train_images/4480.png\n",
      "6707 done jpg\n",
      "6708 ./data//train_images/8315.png\n",
      "6708 done jpg\n",
      "6709 ./data//train_images/6840.png\n",
      "6709 done jpg\n",
      "6710 ./data//train_images/2947.png\n",
      "6710 done jpg\n",
      "6711 ./data//train_images/1715.png\n",
      "6711 done jpg\n",
      "6712 ./data//train_images/8597.png\n",
      "6712 done jpg\n",
      "6713 ./data//train_images/3256.png\n",
      "6713 done jpg\n",
      "6714 ./data//train_images/2496.png\n",
      "6714 done jpg\n",
      "6715 ./data//train_images/8927.png\n",
      "6715 done jpg\n",
      "6716 ./data//train_images/6007.png\n",
      "6716 done jpg\n",
      "6717 ./data//train_images/2963.png\n",
      "6717 done jpg\n",
      "6718 ./data//train_images/555.png\n",
      "6718 done jpg\n",
      "6719 ./data//train_images/2781.png\n",
      "6719 done jpg\n",
      "6720 ./data//train_images/9257.png\n",
      "6720 done jpg\n",
      "6721 ./data//train_images/4061.png\n",
      "6721 done jpg\n",
      "6722 ./data//train_images/7910.png\n",
      "6722 done jpg\n",
      "6723 ./data//train_images/4132.png\n",
      "6723 done jpg\n",
      "6724 ./data//train_images/9276.png\n",
      "6724 done jpg\n",
      "6725 ./data//train_images/4112.png\n",
      "6725 done jpg\n",
      "6726 ./data//train_images/6975.png\n",
      "6726 done jpg\n",
      "6727 ./data//train_images/1438.png\n",
      "6727 done jpg\n",
      "6728 ./data//train_images/2838.png\n",
      "6728 done jpg\n",
      "6729 ./data//train_images/8344.png\n",
      "6729 done jpg\n",
      "6730 ./data//train_images/6341.png\n",
      "6730 done jpg\n",
      "6731 ./data//train_images/2285.png\n",
      "6731 done jpg\n",
      "6732 ./data//train_images/7590.png\n",
      "6732 done jpg\n",
      "6733 ./data//train_images/1386.png\n",
      "6733 done jpg\n",
      "6734 ./data//train_images/2263.png\n",
      "6734 done jpg\n",
      "6735 ./data//train_images/6035.png\n",
      "6735 done jpg\n",
      "6736 ./data//train_images/7220.png\n",
      "6736 done jpg\n",
      "6737 ./data//train_images/2928.png\n",
      "6737 done jpg\n",
      "6738 ./data//train_images/10433.png\n",
      "6738 done jpg\n",
      "6739 ./data//train_images/1080.png\n",
      "6739 done jpg\n",
      "6740 ./data//train_images/2366.png\n",
      "6740 done jpg\n",
      "6741 ./data//train_images/9885.png\n",
      "6741 done jpg\n",
      "6742 ./data//train_images/1321.png\n",
      "6742 done jpg\n",
      "6743 ./data//train_images/8740.png\n",
      "6743 done jpg\n",
      "6744 ./data//train_images/5569.png\n",
      "6744 done jpg\n",
      "6745 ./data//train_images/8646.png\n",
      "6745 done jpg\n",
      "6746 ./data//train_images/4788.png\n",
      "6746 done jpg\n",
      "6747 ./data//train_images/9395.png\n",
      "6747 done jpg\n",
      "6748 ./data//train_images/5023.png\n",
      "6748 done jpg\n",
      "6749 ./data//train_images/4093.png\n",
      "6749 done jpg\n",
      "6750 ./data//train_images/9984.png\n",
      "6750 done jpg\n",
      "6751 ./data//train_images/7920.png\n",
      "6751 done jpg\n",
      "6752 ./data//train_images/4467.png\n",
      "6752 done jpg\n",
      "6753 ./data//train_images/4457.png\n",
      "6753 done jpg\n",
      "6754 ./data//train_images/6240.png\n",
      "6754 done jpg\n",
      "6755 ./data//train_images/632.png\n",
      "6755 done jpg\n",
      "6756 ./data//train_images/275.png\n",
      "6756 done jpg\n",
      "6757 ./data//train_images/4728.png\n",
      "6757 done jpg\n",
      "6758 ./data//train_images/10463.png\n",
      "6758 done jpg\n",
      "6759 ./data//train_images/305.png\n",
      "6759 done jpg\n",
      "6760 ./data//train_images/9385.png\n",
      "6760 done jpg\n",
      "6761 ./data//train_images/2114.png\n",
      "6761 done jpg\n",
      "6762 ./data//train_images/6124.png\n",
      "6762 done jpg\n",
      "6763 ./data//train_images/1101.png\n",
      "6763 done jpg\n",
      "6764 ./data//train_images/7728.png\n",
      "6764 done jpg\n",
      "6765 ./data//train_images/1778.png\n",
      "6765 done jpg\n",
      "6766 ./data//train_images/884.png\n",
      "6766 done jpg\n",
      "6767 ./data//train_images/2858.png\n",
      "6767 done jpg\n",
      "6768 ./data//train_images/1640.png\n",
      "6768 done jpg\n",
      "6769 ./data//train_images/3727.png\n",
      "6769 done jpg\n",
      "6770 ./data//train_images/3397.png\n",
      "6770 done jpg\n",
      "6771 ./data//train_images/7734.png\n",
      "6771 done jpg\n",
      "6772 ./data//train_images/6530.png\n",
      "6772 done jpg\n",
      "6773 ./data//train_images/8953.png\n",
      "6773 done jpg\n",
      "6774 ./data//train_images/6898.png\n",
      "6774 done jpg\n",
      "6775 ./data//train_images/7207.png\n",
      "6775 done jpg\n",
      "6776 ./data//train_images/603.png\n",
      "6776 done jpg\n",
      "6777 ./data//train_images/4037.png\n",
      "6777 done jpg\n",
      "6778 ./data//train_images/4538.png\n",
      "6778 done jpg\n",
      "6779 ./data//train_images/8755.png\n",
      "6779 done jpg\n",
      "6780 ./data//train_images/10211.png\n",
      "6780 done jpg\n",
      "6781 ./data//train_images/7484.png\n",
      "6781 done jpg\n",
      "6782 ./data//train_images/6042.png\n",
      "6782 done jpg\n",
      "6783 ./data//train_images/3285.png\n",
      "6783 done jpg\n",
      "6784 ./data//train_images/5269.png\n",
      "6784 done jpg\n",
      "6785 ./data//train_images/3114.png\n",
      "6785 done jpg\n",
      "6786 ./data//train_images/7238.png\n",
      "6786 done jpg\n",
      "6787 ./data//train_images/2471.png\n",
      "6787 done jpg\n",
      "6788 ./data//train_images/468.png\n",
      "6788 done jpg\n",
      "6789 ./data//train_images/4398.png\n",
      "6789 done jpg\n",
      "6790 ./data//train_images/3584.png\n",
      "6790 done jpg\n",
      "6791 ./data//train_images/5506.png\n",
      "6791 done jpg\n",
      "6792 ./data//train_images/7808.png\n",
      "6792 done jpg\n",
      "6793 ./data//train_images/8653.png\n",
      "6793 done jpg\n",
      "6794 ./data//train_images/8974.png\n",
      "6794 done jpg\n",
      "6795 ./data//train_images/7911.png\n",
      "6795 done jpg\n",
      "6796 ./data//train_images/5725.png\n",
      "6796 done jpg\n",
      "6797 ./data//train_images/8126.png\n",
      "6797 done jpg\n",
      "6798 ./data//train_images/1782.png\n",
      "6798 done jpg\n",
      "6799 ./data//train_images/5349.png\n",
      "6799 done jpg\n",
      "6800 ./data//train_images/3414.png\n",
      "6800 done jpg\n",
      "6801 ./data//train_images/10030.png\n",
      "6801 done jpg\n",
      "6802 ./data//train_images/3667.png\n",
      "6802 done jpg\n",
      "6803 ./data//train_images/5482.png\n",
      "6803 done jpg\n",
      "6804 ./data//train_images/3692.png\n",
      "6804 done jpg\n",
      "6805 ./data//train_images/8670.png\n",
      "6805 done jpg\n",
      "6806 ./data//train_images/434.png\n",
      "6806 done jpg\n",
      "6807 ./data//train_images/6932.png\n",
      "6807 done jpg\n",
      "6808 ./data//train_images/9222.png\n",
      "6808 done jpg\n",
      "6809 ./data//train_images/9513.png\n",
      "6809 done jpg\n",
      "6810 ./data//train_images/6906.png\n",
      "6810 done jpg\n",
      "6811 ./data//train_images/3037.png\n",
      "6811 done jpg\n",
      "6812 ./data//train_images/8027.png\n",
      "6812 done jpg\n",
      "6813 ./data//train_images/3107.png\n",
      "6813 done jpg\n",
      "6814 ./data//train_images/3912.png\n",
      "6814 done jpg\n",
      "6815 ./data//train_images/5870.png\n",
      "6815 done jpg\n",
      "6816 ./data//train_images/7697.png\n",
      "6816 done jpg\n",
      "6817 ./data//train_images/205.png\n",
      "6817 done jpg\n",
      "6818 ./data//train_images/8205.png\n",
      "6818 done jpg\n",
      "6819 ./data//train_images/1579.png\n",
      "6819 done jpg\n",
      "6820 ./data//train_images/3878.png\n",
      "6820 done jpg\n",
      "6821 ./data//train_images/6696.png\n",
      "6821 done jpg\n",
      "6822 ./data//train_images/9440.png\n",
      "6822 done jpg\n",
      "6823 ./data//train_images/10534.png\n",
      "6823 done jpg\n",
      "6824 ./data//train_images/8381.png\n",
      "6824 done jpg\n",
      "6825 ./data//train_images/6224.png\n",
      "6825 done jpg\n",
      "6826 ./data//train_images/7999.png\n",
      "6826 done jpg\n",
      "6827 ./data//train_images/6172.png\n",
      "6827 done jpg\n",
      "6828 ./data//train_images/3156.png\n",
      "6828 done jpg\n",
      "6829 ./data//train_images/6168.png\n",
      "6829 done jpg\n",
      "6830 ./data//train_images/5677.png\n",
      "6830 done jpg\n",
      "6831 ./data//train_images/5046.png\n",
      "6831 done jpg\n",
      "6832 ./data//train_images/9230.png\n",
      "6832 done jpg\n",
      "6833 ./data//train_images/10142.png\n",
      "6833 done jpg\n",
      "6834 ./data//train_images/6593.png\n",
      "6834 done jpg\n",
      "6835 ./data//train_images/2969.png\n",
      "6835 done jpg\n",
      "6836 ./data//train_images/9382.png\n",
      "6836 done jpg\n",
      "6837 ./data//train_images/9814.png\n",
      "6837 done jpg\n",
      "6838 ./data//train_images/7868.png\n",
      "6838 done jpg\n",
      "6839 ./data//train_images/1636.png\n",
      "6839 done jpg\n",
      "6840 ./data//train_images/2997.png\n",
      "6840 done jpg\n",
      "6841 ./data//train_images/904.png\n",
      "6841 done jpg\n",
      "6842 ./data//train_images/7390.png\n",
      "6842 done jpg\n",
      "6843 ./data//train_images/3074.png\n",
      "6843 done jpg\n",
      "6844 ./data//train_images/2489.png\n",
      "6844 done jpg\n",
      "6845 ./data//train_images/6346.png\n",
      "6845 done jpg\n",
      "6846 ./data//train_images/9247.png\n",
      "6846 done jpg\n",
      "6847 ./data//train_images/7869.png\n",
      "6847 done jpg\n",
      "6848 ./data//train_images/7392.png\n",
      "6848 done jpg\n",
      "6849 ./data//train_images/3552.png\n",
      "6849 done jpg\n",
      "6850 ./data//train_images/9789.png\n",
      "6850 done jpg\n",
      "6851 ./data//train_images/8919.png\n",
      "6851 done jpg\n",
      "6852 ./data//train_images/1385.png\n",
      "6852 done jpg\n",
      "6853 ./data//train_images/5019.png\n",
      "6853 done jpg\n",
      "6854 ./data//train_images/8590.png\n",
      "6854 done jpg\n",
      "6855 ./data//train_images/6415.png\n",
      "6855 done jpg\n",
      "6856 ./data//train_images/2150.png\n",
      "6856 done jpg\n",
      "6857 ./data//train_images/7465.png\n",
      "6857 done jpg\n",
      "6858 ./data//train_images/2639.png\n",
      "6858 done jpg\n",
      "6859 ./data//train_images/9479.png\n",
      "6859 done jpg\n",
      "6860 ./data//train_images/943.png\n",
      "6860 done jpg\n",
      "6861 ./data//train_images/2323.png\n",
      "6861 done jpg\n",
      "6862 ./data//train_images/9324.png\n",
      "6862 done jpg\n",
      "6863 ./data//train_images/7778.png\n",
      "6863 done jpg\n",
      "6864 ./data//train_images/5644.png\n",
      "6864 done jpg\n",
      "6865 ./data//train_images/1390.png\n",
      "6865 done jpg\n",
      "6866 ./data//train_images/679.png\n",
      "6866 done jpg\n",
      "6867 ./data//train_images/3219.png\n",
      "6867 done jpg\n",
      "6868 ./data//train_images/22.png\n",
      "6868 done jpg\n",
      "6869 ./data//train_images/3424.png\n",
      "6869 done jpg\n",
      "6870 ./data//train_images/9052.png\n",
      "6870 done jpg\n",
      "6871 ./data//train_images/1104.png\n",
      "6871 done jpg\n",
      "6872 ./data//train_images/2480.png\n",
      "6872 done jpg\n",
      "6873 ./data//train_images/8964.png\n",
      "6873 done jpg\n",
      "6874 ./data//train_images/9796.png\n",
      "6874 done jpg\n",
      "6875 ./data//train_images/70.png\n",
      "6875 done jpg\n",
      "6876 ./data//train_images/10395.png\n",
      "6876 done jpg\n",
      "6877 ./data//train_images/8278.png\n",
      "6877 done jpg\n",
      "6878 ./data//train_images/4449.png\n",
      "6878 done jpg\n",
      "6879 ./data//train_images/4925.png\n",
      "6879 done jpg\n",
      "6880 ./data//train_images/4847.png\n",
      "6880 done jpg\n",
      "6881 ./data//train_images/4945.png\n",
      "6881 done jpg\n",
      "6882 ./data//train_images/161.png\n",
      "6882 done jpg\n",
      "6883 ./data//train_images/4655.png\n",
      "6883 done jpg\n",
      "6884 ./data//train_images/8110.png\n",
      "6884 done jpg\n",
      "6885 ./data//train_images/5195.png\n",
      "6885 done jpg\n",
      "6886 ./data//train_images/698.png\n",
      "6886 done jpg\n",
      "6887 ./data//train_images/844.png\n",
      "6887 done jpg\n",
      "6888 ./data//train_images/6191.png\n",
      "6888 done jpg\n",
      "6889 ./data//train_images/311.png\n",
      "6889 done jpg\n",
      "6890 ./data//train_images/10558.png\n",
      "6890 done jpg\n",
      "6891 ./data//train_images/3000.png\n",
      "6891 done jpg\n",
      "6892 ./data//train_images/4148.png\n",
      "6892 done jpg\n",
      "6893 ./data//train_images/3168.png\n",
      "6893 done jpg\n",
      "6894 ./data//train_images/9866.png\n",
      "6894 done jpg\n",
      "6895 ./data//train_images/3370.png\n",
      "6895 done jpg\n",
      "6896 ./data//train_images/8584.png\n",
      "6896 done jpg\n",
      "6897 ./data//train_images/5734.png\n",
      "6897 done jpg\n",
      "6898 ./data//train_images/442.png\n",
      "6898 done jpg\n",
      "6899 ./data//train_images/7280.png\n",
      "6899 done jpg\n",
      "6900 ./data//train_images/4378.png\n",
      "6900 done jpg\n",
      "6901 ./data//train_images/6732.png\n",
      "6901 done jpg\n",
      "6902 ./data//train_images/4083.png\n",
      "6902 done jpg\n",
      "6903 ./data//train_images/3927.png\n",
      "6903 done jpg\n",
      "6904 ./data//train_images/7943.png\n",
      "6904 done jpg\n",
      "6905 ./data//train_images/1761.png\n",
      "6905 done jpg\n",
      "6906 ./data//train_images/8725.png\n",
      "6906 done jpg\n",
      "6907 ./data//train_images/2455.png\n",
      "6907 done jpg\n",
      "6908 ./data//train_images/5212.png\n",
      "6908 done jpg\n",
      "6909 ./data//train_images/1537.png\n",
      "6909 done jpg\n",
      "6910 ./data//train_images/7374.png\n",
      "6910 done jpg\n",
      "6911 ./data//train_images/10581.png\n",
      "6911 done jpg\n",
      "6912 ./data//train_images/9752.png\n",
      "6912 done jpg\n",
      "6913 ./data//train_images/5861.png\n",
      "6913 done jpg\n",
      "6914 ./data//train_images/2650.png\n",
      "6914 done jpg\n",
      "6915 ./data//train_images/5656.png\n",
      "6915 done jpg\n",
      "6916 ./data//train_images/5703.png\n",
      "6916 done jpg\n",
      "6917 ./data//train_images/1845.png\n",
      "6917 done jpg\n",
      "6918 ./data//train_images/5867.png\n",
      "6918 done jpg\n",
      "6919 ./data//train_images/1564.png\n",
      "6919 done jpg\n",
      "6920 ./data//train_images/7343.png\n",
      "6920 done jpg\n",
      "6921 ./data//train_images/839.png\n",
      "6921 done jpg\n",
      "6922 ./data//train_images/4664.png\n",
      "6922 done jpg\n",
      "6923 ./data//train_images/3630.png\n",
      "6923 done jpg\n",
      "6924 ./data//train_images/4657.png\n",
      "6924 done jpg\n",
      "6925 ./data//train_images/2218.png\n",
      "6925 done jpg\n",
      "6926 ./data//train_images/7891.png\n",
      "6926 done jpg\n",
      "6927 ./data//train_images/2478.png\n",
      "6927 done jpg\n",
      "6928 ./data//train_images/10458.png\n",
      "6928 done jpg\n",
      "6929 ./data//train_images/4078.png\n",
      "6929 done jpg\n",
      "6930 ./data//train_images/9614.png\n",
      "6930 done jpg\n",
      "6931 ./data//train_images/2343.png\n",
      "6931 done jpg\n",
      "6932 ./data//train_images/8294.png\n",
      "6932 done jpg\n",
      "6933 ./data//train_images/4283.png\n",
      "6933 done jpg\n",
      "6934 ./data//train_images/8948.png\n",
      "6934 done jpg\n",
      "6935 ./data//train_images/1200.png\n",
      "6935 done jpg\n",
      "6936 ./data//train_images/10528.png\n",
      "6936 done jpg\n",
      "6937 ./data//train_images/352.png\n",
      "6937 done jpg\n",
      "6938 ./data//train_images/2956.png\n",
      "6938 done jpg\n",
      "6939 ./data//train_images/10427.png\n",
      "6939 done jpg\n",
      "6940 ./data//train_images/4059.png\n",
      "6940 done jpg\n",
      "6941 ./data//train_images/4170.png\n",
      "6941 done jpg\n",
      "6942 ./data//train_images/8224.png\n",
      "6942 done jpg\n",
      "6943 ./data//train_images/2311.png\n",
      "6943 done jpg\n",
      "6944 ./data//train_images/2317.png\n",
      "6944 done jpg\n",
      "6945 ./data//train_images/748.png\n",
      "6945 done jpg\n",
      "6946 ./data//train_images/4213.png\n",
      "6946 done jpg\n",
      "6947 ./data//train_images/359.png\n",
      "6947 done jpg\n",
      "6948 ./data//train_images/9106.png\n",
      "6948 done jpg\n",
      "6949 ./data//train_images/9050.png\n",
      "6949 done jpg\n",
      "6950 ./data//train_images/8775.png\n",
      "6950 done jpg\n",
      "6951 ./data//train_images/7699.png\n",
      "6951 done jpg\n",
      "6952 ./data//train_images/6767.png\n",
      "6952 done jpg\n",
      "6953 ./data//train_images/2212.png\n",
      "6953 done jpg\n",
      "6954 ./data//train_images/9471.png\n",
      "6954 done jpg\n",
      "6955 ./data//train_images/4330.png\n",
      "6955 done jpg\n",
      "6956 ./data//train_images/5311.png\n",
      "6956 done jpg\n",
      "6957 ./data//train_images/2165.png\n",
      "6957 done jpg\n",
      "6958 ./data//train_images/7974.png\n",
      "6958 done jpg\n",
      "6959 ./data//train_images/3651.png\n",
      "6959 done jpg\n",
      "6960 ./data//train_images/3230.png\n",
      "6960 done jpg\n",
      "6961 ./data//train_images/4690.png\n",
      "6961 done jpg\n",
      "6962 ./data//train_images/7025.png\n",
      "6962 done jpg\n",
      "6963 ./data//train_images/581.png\n",
      "6963 done jpg\n",
      "6964 ./data//train_images/2987.png\n",
      "6964 done jpg\n",
      "6965 ./data//train_images/6131.png\n",
      "6965 done jpg\n",
      "6966 ./data//train_images/9147.png\n",
      "6966 done jpg\n",
      "6967 ./data//train_images/7368.png\n",
      "6967 done jpg\n",
      "6968 ./data//train_images/8737.png\n",
      "6968 done jpg\n",
      "6969 ./data//train_images/3460.png\n",
      "6969 done jpg\n",
      "6970 ./data//train_images/7480.png\n",
      "6970 done jpg\n",
      "6971 ./data//train_images/1763.png\n",
      "6971 done jpg\n",
      "6972 ./data//train_images/8466.png\n",
      "6972 done jpg\n",
      "6973 ./data//train_images/415.png\n",
      "6973 done jpg\n",
      "6974 ./data//train_images/636.png\n",
      "6974 done jpg\n",
      "6975 ./data//train_images/10263.png\n",
      "6975 done jpg\n",
      "6976 ./data//train_images/10406.png\n",
      "6976 done jpg\n",
      "6977 ./data//train_images/1373.png\n",
      "6977 done jpg\n",
      "6978 ./data//train_images/9087.png\n",
      "6978 done jpg\n",
      "6979 ./data//train_images/1847.png\n",
      "6979 done jpg\n",
      "6980 ./data//train_images/753.png\n",
      "6980 done jpg\n",
      "6981 ./data//train_images/6997.png\n",
      "6981 done jpg\n",
      "6982 ./data//train_images/2090.png\n",
      "6982 done jpg\n",
      "6983 ./data//train_images/4075.png\n",
      "6983 done jpg\n",
      "6984 ./data//train_images/696.png\n",
      "6984 done jpg\n",
      "6985 ./data//train_images/6850.png\n",
      "6985 done jpg\n",
      "6986 ./data//train_images/8365.png\n",
      "6986 done jpg\n",
      "6987 ./data//train_images/7397.png\n",
      "6987 done jpg\n",
      "6988 ./data//train_images/3045.png\n",
      "6988 done jpg\n",
      "6989 ./data//train_images/2417.png\n",
      "6989 done jpg\n",
      "6990 ./data//train_images/2972.png\n",
      "6990 done jpg\n",
      "6991 ./data//train_images/1826.png\n",
      "6991 done jpg\n",
      "6992 ./data//train_images/296.png\n",
      "6992 done jpg\n",
      "6993 ./data//train_images/8745.png\n",
      "6993 done jpg\n",
      "6994 ./data//train_images/505.png\n",
      "6994 done jpg\n",
      "6995 ./data//train_images/2044.png\n",
      "6995 done jpg\n",
      "6996 ./data//train_images/804.png\n",
      "6996 done jpg\n",
      "6997 ./data//train_images/6728.png\n",
      "6997 done jpg\n",
      "6998 ./data//train_images/1111.png\n",
      "6998 done jpg\n",
      "6999 ./data//train_images/8298.png\n",
      "6999 done jpg\n",
      "7000 ./data//train_images/284.png\n",
      "7000 done jpg\n",
      "7001 ./data//train_images/524.png\n",
      "7001 done jpg\n",
      "7002 ./data//train_images/3240.png\n",
      "7002 done jpg\n",
      "7003 ./data//train_images/5501.png\n",
      "7003 done jpg\n",
      "7004 ./data//train_images/10394.png\n",
      "7004 done jpg\n",
      "7005 ./data//train_images/10193.png\n",
      "7005 done jpg\n",
      "7006 ./data//train_images/3072.png\n",
      "7006 done jpg\n",
      "7007 ./data//train_images/5293.png\n",
      "7007 done jpg\n",
      "7008 ./data//train_images/3735.png\n",
      "7008 done jpg\n",
      "7009 ./data//train_images/86.png\n",
      "7009 done jpg\n",
      "7010 ./data//train_images/9454.png\n",
      "7010 done jpg\n",
      "7011 ./data//train_images/1310.png\n",
      "7011 done jpg\n",
      "7012 ./data//train_images/8446.png\n",
      "7012 done jpg\n",
      "7013 ./data//train_images/7137.png\n",
      "7013 done jpg\n",
      "7014 ./data//train_images/3624.png\n",
      "7014 done jpg\n",
      "7015 ./data//train_images/7532.png\n",
      "7015 done jpg\n",
      "7016 ./data//train_images/1657.png\n",
      "7016 done jpg\n",
      "7017 ./data//train_images/7905.png\n",
      "7017 done jpg\n",
      "7018 ./data//train_images/9184.png\n",
      "7018 done jpg\n",
      "7019 ./data//train_images/6827.png\n",
      "7019 done jpg\n",
      "7020 ./data//train_images/4958.png\n",
      "7020 done jpg\n",
      "7021 ./data//train_images/6429.png\n",
      "7021 done jpg\n",
      "7022 ./data//train_images/5285.png\n",
      "7022 done jpg\n",
      "7023 ./data//train_images/8572.png\n",
      "7023 done jpg\n",
      "7024 ./data//train_images/3255.png\n",
      "7024 done jpg\n",
      "7025 ./data//train_images/2392.png\n",
      "7025 done jpg\n",
      "7026 ./data//train_images/10086.png\n",
      "7026 done jpg\n",
      "7027 ./data//train_images/8161.png\n",
      "7027 done jpg\n",
      "7028 ./data//train_images/3337.png\n",
      "7028 done jpg\n",
      "7029 ./data//train_images/2340.png\n",
      "7029 done jpg\n",
      "7030 ./data//train_images/4588.png\n",
      "7030 done jpg\n",
      "7031 ./data//train_images/7852.png\n",
      "7031 done jpg\n",
      "7032 ./data//train_images/9196.png\n",
      "7032 done jpg\n",
      "7033 ./data//train_images/2629.png\n",
      "7033 done jpg\n",
      "7034 ./data//train_images/10154.png\n",
      "7034 done jpg\n",
      "7035 ./data//train_images/7892.png\n",
      "7035 done jpg\n",
      "7036 ./data//train_images/9024.png\n",
      "7036 done jpg\n",
      "7037 ./data//train_images/4481.png\n",
      "7037 done jpg\n",
      "7038 ./data//train_images/9757.png\n",
      "7038 done jpg\n",
      "7039 ./data//train_images/10230.png\n",
      "7039 done jpg\n",
      "7040 ./data//train_images/5389.png\n",
      "7040 done jpg\n",
      "7041 ./data//train_images/2807.png\n",
      "7041 done jpg\n",
      "7042 ./data//train_images/8132.png\n",
      "7042 done jpg\n",
      "7043 ./data//train_images/7670.png\n",
      "7043 done jpg\n",
      "7044 ./data//train_images/5672.png\n",
      "7044 done jpg\n",
      "7045 ./data//train_images/4523.png\n",
      "7045 done jpg\n",
      "7046 ./data//train_images/5287.png\n",
      "7046 done jpg\n",
      "7047 ./data//train_images/5763.png\n",
      "7047 done jpg\n",
      "7048 ./data//train_images/5275.png\n",
      "7048 done jpg\n",
      "7049 ./data//train_images/5334.png\n",
      "7049 done jpg\n",
      "7050 ./data//train_images/9207.png\n",
      "7050 done jpg\n",
      "7051 ./data//train_images/5745.png\n",
      "7051 done jpg\n",
      "7052 ./data//train_images/10166.png\n",
      "7052 done jpg\n",
      "7053 ./data//train_images/8320.png\n",
      "7053 done jpg\n",
      "7054 ./data//train_images/5680.png\n",
      "7054 done jpg\n",
      "7055 ./data//train_images/4316.png\n",
      "7055 done jpg\n",
      "7056 ./data//train_images/7311.png\n",
      "7056 done jpg\n",
      "7057 ./data//train_images/266.png\n",
      "7057 done jpg\n",
      "7058 ./data//train_images/1629.png\n",
      "7058 done jpg\n",
      "7059 ./data//train_images/3975.png\n",
      "7059 done jpg\n",
      "7060 ./data//train_images/6613.png\n",
      "7060 done jpg\n",
      "7061 ./data//train_images/9676.png\n",
      "7061 done jpg\n",
      "7062 ./data//train_images/5787.png\n",
      "7062 done jpg\n",
      "7063 ./data//train_images/3288.png\n",
      "7063 done jpg\n",
      "7064 ./data//train_images/9555.png\n",
      "7064 done jpg\n",
      "7065 ./data//train_images/10105.png\n",
      "7065 done jpg\n",
      "7066 ./data//train_images/6400.png\n",
      "7066 done jpg\n",
      "7067 ./data//train_images/9401.png\n",
      "7067 done jpg\n",
      "7068 ./data//train_images/6160.png\n",
      "7068 done jpg\n",
      "7069 ./data//train_images/8639.png\n",
      "7069 done jpg\n",
      "7070 ./data//train_images/3941.png\n",
      "7070 done jpg\n",
      "7071 ./data//train_images/1445.png\n",
      "7071 done jpg\n",
      "7072 ./data//train_images/7118.png\n",
      "7072 done jpg\n",
      "7073 ./data//train_images/7017.png\n",
      "7073 done jpg\n",
      "7074 ./data//train_images/7071.png\n",
      "7074 done jpg\n",
      "7075 ./data//train_images/1307.png\n",
      "7075 done jpg\n",
      "7076 ./data//train_images/2294.png\n",
      "7076 done jpg\n",
      "7077 ./data//train_images/3674.png\n",
      "7077 done jpg\n",
      "7078 ./data//train_images/2291.png\n",
      "7078 done jpg\n",
      "7079 ./data//train_images/9639.png\n",
      "7079 done jpg\n",
      "7080 ./data//train_images/10366.png\n",
      "7080 done jpg\n",
      "7081 ./data//train_images/9046.png\n",
      "7081 done jpg\n",
      "7082 ./data//train_images/2602.png\n",
      "7082 done jpg\n",
      "7083 ./data//train_images/5098.png\n",
      "7083 done jpg\n",
      "7084 ./data//train_images/2189.png\n",
      "7084 done jpg\n",
      "7085 ./data//train_images/4573.png\n",
      "7085 done jpg\n",
      "7086 ./data//train_images/4960.png\n",
      "7086 done jpg\n",
      "7087 ./data//train_images/343.png\n",
      "7087 done jpg\n",
      "7088 ./data//train_images/3096.png\n",
      "7088 done jpg\n",
      "7089 ./data//train_images/8279.png\n",
      "7089 done jpg\n",
      "7090 ./data//train_images/9523.png\n",
      "7090 done jpg\n",
      "7091 ./data//train_images/8398.png\n",
      "7091 done jpg\n",
      "7092 ./data//train_images/2643.png\n",
      "7092 done jpg\n",
      "7093 ./data//train_images/4506.png\n",
      "7093 done jpg\n",
      "7094 ./data//train_images/78.png\n",
      "7094 done jpg\n",
      "7095 ./data//train_images/6658.png\n",
      "7095 done jpg\n",
      "7096 ./data//train_images/9880.png\n",
      "7096 done jpg\n",
      "7097 ./data//train_images/9231.png\n",
      "7097 done jpg\n",
      "7098 ./data//train_images/3058.png\n",
      "7098 done jpg\n",
      "7099 ./data//train_images/6350.png\n",
      "7099 done jpg\n",
      "7100 ./data//train_images/2788.png\n",
      "7100 done jpg\n",
      "7101 ./data//train_images/5224.png\n",
      "7101 done jpg\n",
      "7102 ./data//train_images/2632.png\n",
      "7102 done jpg\n",
      "7103 ./data//train_images/1188.png\n",
      "7103 done jpg\n",
      "7104 ./data//train_images/2009.png\n",
      "7104 done jpg\n",
      "7105 ./data//train_images/6872.png\n",
      "7105 done jpg\n",
      "7106 ./data//train_images/90.png\n",
      "7106 done jpg\n",
      "7107 ./data//train_images/5653.png\n",
      "7107 done jpg\n",
      "7108 ./data//train_images/8496.png\n",
      "7108 done jpg\n",
      "7109 ./data//train_images/9902.png\n",
      "7109 done jpg\n",
      "7110 ./data//train_images/1811.png\n",
      "7110 done jpg\n",
      "7111 ./data//train_images/1770.png\n",
      "7111 done jpg\n",
      "7112 ./data//train_images/7441.png\n",
      "7112 done jpg\n",
      "7113 ./data//train_images/6023.png\n",
      "7113 done jpg\n",
      "7114 ./data//train_images/7847.png\n",
      "7114 done jpg\n",
      "7115 ./data//train_images/9015.png\n",
      "7115 done jpg\n",
      "7116 ./data//train_images/1097.png\n",
      "7116 done jpg\n",
      "7117 ./data//train_images/10068.png\n",
      "7117 done jpg\n",
      "7118 ./data//train_images/846.png\n",
      "7118 done jpg\n",
      "7119 ./data//train_images/8786.png\n",
      "7119 done jpg\n",
      "7120 ./data//train_images/9946.png\n",
      "7120 done jpg\n",
      "7121 ./data//train_images/4004.png\n",
      "7121 done jpg\n",
      "7122 ./data//train_images/7508.png\n",
      "7122 done jpg\n",
      "7123 ./data//train_images/6025.png\n",
      "7123 done jpg\n",
      "7124 ./data//train_images/2876.png\n",
      "7124 done jpg\n",
      "7125 ./data//train_images/2659.png\n",
      "7125 done jpg\n",
      "7126 ./data//train_images/3603.png\n",
      "7126 done jpg\n",
      "7127 ./data//train_images/10191.png\n",
      "7127 done jpg\n",
      "7128 ./data//train_images/4400.png\n",
      "7128 done jpg\n",
      "7129 ./data//train_images/1631.png\n",
      "7129 done jpg\n",
      "7130 ./data//train_images/7648.png\n",
      "7130 done jpg\n",
      "7131 ./data//train_images/9338.png\n",
      "7131 done jpg\n",
      "7132 ./data//train_images/955.png\n",
      "7132 done jpg\n",
      "7133 ./data//train_images/9051.png\n",
      "7133 done jpg\n",
      "7134 ./data//train_images/6137.png\n",
      "7134 done jpg\n",
      "7135 ./data//train_images/4549.png\n",
      "7135 done jpg\n",
      "7136 ./data//train_images/882.png\n",
      "7136 done jpg\n",
      "7137 ./data//train_images/7170.png\n",
      "7137 done jpg\n",
      "7138 ./data//train_images/8062.png\n",
      "7138 done jpg\n",
      "7139 ./data//train_images/7451.png\n",
      "7139 done jpg\n",
      "7140 ./data//train_images/7182.png\n",
      "7140 done jpg\n",
      "7141 ./data//train_images/7001.png\n",
      "7141 done jpg\n",
      "7142 ./data//train_images/3915.png\n",
      "7142 done jpg\n",
      "7143 ./data//train_images/3782.png\n",
      "7143 done jpg\n",
      "7144 ./data//train_images/4729.png\n",
      "7144 done jpg\n",
      "7145 ./data//train_images/1814.png\n",
      "7145 done jpg\n",
      "7146 ./data//train_images/6923.png\n",
      "7146 done jpg\n",
      "7147 ./data//train_images/7723.png\n",
      "7147 done jpg\n",
      "7148 ./data//train_images/2202.png\n",
      "7148 done jpg\n",
      "7149 ./data//train_images/6188.png\n",
      "7149 done jpg\n",
      "7150 ./data//train_images/7978.png\n",
      "7150 done jpg\n",
      "7151 ./data//train_images/9331.png\n",
      "7151 done jpg\n",
      "7152 ./data//train_images/7100.png\n",
      "7152 done jpg\n",
      "7153 ./data//train_images/8036.png\n",
      "7153 done jpg\n",
      "7154 ./data//train_images/6180.png\n",
      "7154 done jpg\n",
      "7155 ./data//train_images/10453.png\n",
      "7155 done jpg\n",
      "7156 ./data//train_images/3312.png\n",
      "7156 done jpg\n",
      "7157 ./data//train_images/9832.png\n",
      "7157 done jpg\n",
      "7158 ./data//train_images/1643.png\n",
      "7158 done jpg\n",
      "7159 ./data//train_images/3277.png\n",
      "7159 done jpg\n",
      "7160 ./data//train_images/9498.png\n",
      "7160 done jpg\n",
      "7161 ./data//train_images/10280.png\n",
      "7161 done jpg\n",
      "7162 ./data//train_images/8345.png\n",
      "7162 done jpg\n",
      "7163 ./data//train_images/4482.png\n",
      "7163 done jpg\n",
      "7164 ./data//train_images/2930.png\n",
      "7164 done jpg\n",
      "7165 ./data//train_images/7506.png\n",
      "7165 done jpg\n",
      "7166 ./data//train_images/7445.png\n",
      "7166 done jpg\n",
      "7167 ./data//train_images/837.png\n",
      "7167 done jpg\n",
      "7168 ./data//train_images/6720.png\n",
      "7168 done jpg\n",
      "7169 ./data//train_images/3041.png\n",
      "7169 done jpg\n",
      "7170 ./data//train_images/2797.png\n",
      "7170 done jpg\n",
      "7171 ./data//train_images/4654.png\n",
      "7171 done jpg\n",
      "7172 ./data//train_images/9273.png\n",
      "7172 done jpg\n",
      "7173 ./data//train_images/6337.png\n",
      "7173 done jpg\n",
      "7174 ./data//train_images/4554.png\n",
      "7174 done jpg\n",
      "7175 ./data//train_images/2441.png\n",
      "7175 done jpg\n",
      "7176 ./data//train_images/3371.png\n",
      "7176 done jpg\n",
      "7177 ./data//train_images/1448.png\n",
      "7177 done jpg\n",
      "7178 ./data//train_images/3039.png\n",
      "7178 done jpg\n",
      "7179 ./data//train_images/7529.png\n",
      "7179 done jpg\n",
      "7180 ./data//train_images/920.png\n",
      "7180 done jpg\n",
      "7181 ./data//train_images/9421.png\n",
      "7181 done jpg\n",
      "7182 ./data//train_images/3759.png\n",
      "7182 done jpg\n",
      "7183 ./data//train_images/1058.png\n",
      "7183 done jpg\n",
      "7184 ./data//train_images/3482.png\n",
      "7184 done jpg\n",
      "7185 ./data//train_images/5101.png\n",
      "7185 done jpg\n",
      "7186 ./data//train_images/3572.png\n",
      "7186 done jpg\n",
      "7187 ./data//train_images/9138.png\n",
      "7187 done jpg\n",
      "7188 ./data//train_images/4114.png\n",
      "7188 done jpg\n",
      "7189 ./data//train_images/2734.png\n",
      "7189 done jpg\n",
      "7190 ./data//train_images/7466.png\n",
      "7190 done jpg\n",
      "7191 ./data//train_images/5811.png\n",
      "7191 done jpg\n",
      "7192 ./data//train_images/9788.png\n",
      "7192 done jpg\n",
      "7193 ./data//train_images/3016.png\n",
      "7193 done jpg\n",
      "7194 ./data//train_images/3637.png\n",
      "7194 done jpg\n",
      "7195 ./data//train_images/4852.png\n",
      "7195 done jpg\n",
      "7196 ./data//train_images/855.png\n",
      "7196 done jpg\n",
      "7197 ./data//train_images/9040.png\n",
      "7197 done jpg\n",
      "7198 ./data//train_images/8813.png\n",
      "7198 done jpg\n",
      "7199 ./data//train_images/8244.png\n",
      "7199 done jpg\n",
      "7200 ./data//train_images/4345.png\n",
      "7200 done jpg\n",
      "7201 ./data//train_images/7279.png\n",
      "7201 done jpg\n",
      "7202 ./data//train_images/6856.png\n",
      "7202 done jpg\n",
      "7203 ./data//train_images/3907.png\n",
      "7203 done jpg\n",
      "7204 ./data//train_images/4275.png\n",
      "7204 done jpg\n",
      "7205 ./data//train_images/4067.png\n",
      "7205 done jpg\n",
      "7206 ./data//train_images/4770.png\n",
      "7206 done jpg\n",
      "7207 ./data//train_images/414.png\n",
      "7207 done jpg\n",
      "7208 ./data//train_images/4445.png\n",
      "7208 done jpg\n",
      "7209 ./data//train_images/7310.png\n",
      "7209 done jpg\n",
      "7210 ./data//train_images/3313.png\n",
      "7210 done jpg\n",
      "7211 ./data//train_images/10147.png\n",
      "7211 done jpg\n",
      "7212 ./data//train_images/2761.png\n",
      "7212 done jpg\n",
      "7213 ./data//train_images/8804.png\n",
      "7213 done jpg\n",
      "7214 ./data//train_images/1245.png\n",
      "7214 done jpg\n",
      "7215 ./data//train_images/9214.png\n",
      "7215 done jpg\n",
      "7216 ./data//train_images/1976.png\n",
      "7216 done jpg\n",
      "7217 ./data//train_images/3909.png\n",
      "7217 done jpg\n",
      "7218 ./data//train_images/9211.png\n",
      "7218 done jpg\n",
      "7219 ./data//train_images/2515.png\n",
      "7219 done jpg\n",
      "7220 ./data//train_images/8326.png\n",
      "7220 done jpg\n",
      "7221 ./data//train_images/3031.png\n",
      "7221 done jpg\n",
      "7222 ./data//train_images/5051.png\n",
      "7222 done jpg\n",
      "7223 ./data//train_images/1651.png\n",
      "7223 done jpg\n",
      "7224 ./data//train_images/916.png\n",
      "7224 done jpg\n",
      "7225 ./data//train_images/7222.png\n",
      "7225 done jpg\n",
      "7226 ./data//train_images/8544.png\n",
      "7226 done jpg\n",
      "7227 ./data//train_images/600.png\n",
      "7227 done jpg\n",
      "7228 ./data//train_images/3024.png\n",
      "7228 done jpg\n",
      "7229 ./data//train_images/3071.png\n",
      "7229 done jpg\n",
      "7230 ./data//train_images/10148.png\n",
      "7230 done jpg\n",
      "7231 ./data//train_images/4438.png\n",
      "7231 done jpg\n",
      "7232 ./data//train_images/2146.png\n",
      "7232 done jpg\n",
      "7233 ./data//train_images/3208.png\n",
      "7233 done jpg\n",
      "7234 ./data//train_images/7520.png\n",
      "7234 done jpg\n",
      "7235 ./data//train_images/1616.png\n",
      "7235 done jpg\n",
      "7236 ./data//train_images/5567.png\n",
      "7236 done jpg\n",
      "7237 ./data//train_images/3387.png\n",
      "7237 done jpg\n",
      "7238 ./data//train_images/10205.png\n",
      "7238 done jpg\n",
      "7239 ./data//train_images/5638.png\n",
      "7239 done jpg\n",
      "7240 ./data//train_images/254.png\n",
      "7240 done jpg\n",
      "7241 ./data//train_images/3450.png\n",
      "7241 done jpg\n",
      "7242 ./data//train_images/2373.png\n",
      "7242 done jpg\n",
      "7243 ./data//train_images/6132.png\n",
      "7243 done jpg\n",
      "7244 ./data//train_images/164.png\n",
      "7244 done jpg\n",
      "7245 ./data//train_images/537.png\n",
      "7245 done jpg\n",
      "7246 ./data//train_images/1980.png\n",
      "7246 done jpg\n",
      "7247 ./data//train_images/4944.png\n",
      "7247 done jpg\n",
      "7248 ./data//train_images/7606.png\n",
      "7248 done jpg\n",
      "7249 ./data//train_images/9536.png\n",
      "7249 done jpg\n",
      "7250 ./data//train_images/10349.png\n",
      "7250 done jpg\n",
      "7251 ./data//train_images/1036.png\n",
      "7251 done jpg\n",
      "7252 ./data//train_images/2473.png\n",
      "7252 done jpg\n",
      "7253 ./data//train_images/2355.png\n",
      "7253 done jpg\n",
      "7254 ./data//train_images/9486.png\n",
      "7254 done jpg\n",
      "7255 ./data//train_images/1011.png\n",
      "7255 done jpg\n",
      "7256 ./data//train_images/8530.png\n",
      "7256 done jpg\n",
      "7257 ./data//train_images/1788.png\n",
      "7257 done jpg\n",
      "7258 ./data//train_images/1284.png\n",
      "7258 done jpg\n",
      "7259 ./data//train_images/4905.png\n",
      "7259 done jpg\n",
      "7260 ./data//train_images/5495.png\n",
      "7260 done jpg\n",
      "7261 ./data//train_images/8765.png\n",
      "7261 done jpg\n",
      "7262 ./data//train_images/6776.png\n",
      "7262 done jpg\n",
      "7263 ./data//train_images/3224.png\n",
      "7263 done jpg\n",
      "7264 ./data//train_images/4440.png\n",
      "7264 done jpg\n",
      "7265 ./data//train_images/7861.png\n",
      "7265 done jpg\n",
      "7266 ./data//train_images/1732.png\n",
      "7266 done jpg\n",
      "7267 ./data//train_images/4273.png\n",
      "7267 done jpg\n",
      "7268 ./data//train_images/5490.png\n",
      "7268 done jpg\n",
      "7269 ./data//train_images/1937.png\n",
      "7269 done jpg\n",
      "7270 ./data//train_images/1492.png\n",
      "7270 done jpg\n",
      "7271 ./data//train_images/270.png\n",
      "7271 done jpg\n",
      "7272 ./data//train_images/4964.png\n",
      "7272 done jpg\n",
      "7273 ./data//train_images/2519.png\n",
      "7273 done jpg\n",
      "7274 ./data//train_images/8630.png\n",
      "7274 done jpg\n",
      "7275 ./data//train_images/4315.png\n",
      "7275 done jpg\n",
      "7276 ./data//train_images/1865.png\n",
      "7276 done jpg\n",
      "7277 ./data//train_images/8899.png\n",
      "7277 done jpg\n",
      "7278 ./data//train_images/7981.png\n",
      "7278 done jpg\n",
      "7279 ./data//train_images/5075.png\n",
      "7279 done jpg\n",
      "7280 ./data//train_images/2646.png\n",
      "7280 done jpg\n",
      "7281 ./data//train_images/3990.png\n",
      "7281 done jpg\n",
      "7282 ./data//train_images/5022.png\n",
      "7282 done jpg\n",
      "7283 ./data//train_images/3309.png\n",
      "7283 done jpg\n",
      "7284 ./data//train_images/3207.png\n",
      "7284 done jpg\n",
      "7285 ./data//train_images/4010.png\n",
      "7285 done jpg\n",
      "7286 ./data//train_images/6453.png\n",
      "7286 done jpg\n",
      "7287 ./data//train_images/1602.png\n",
      "7287 done jpg\n",
      "7288 ./data//train_images/7076.png\n",
      "7288 done jpg\n",
      "7289 ./data//train_images/65.png\n",
      "7289 done jpg\n",
      "7290 ./data//train_images/8465.png\n",
      "7290 done jpg\n",
      "7291 ./data//train_images/9060.png\n",
      "7291 done jpg\n",
      "7292 ./data//train_images/4245.png\n",
      "7292 done jpg\n",
      "7293 ./data//train_images/410.png\n",
      "7293 done jpg\n",
      "7294 ./data//train_images/8555.png\n",
      "7294 done jpg\n",
      "7295 ./data//train_images/749.png\n",
      "7295 done jpg\n",
      "7296 ./data//train_images/463.png\n",
      "7296 done jpg\n",
      "7297 ./data//train_images/3858.png\n",
      "7297 done jpg\n",
      "7298 ./data//train_images/10054.png\n",
      "7298 done jpg\n",
      "7299 ./data//train_images/8168.png\n",
      "7299 done jpg\n",
      "7300 ./data//train_images/5965.png\n",
      "7300 done jpg\n",
      "7301 ./data//train_images/5284.png\n",
      "7301 done jpg\n",
      "7302 ./data//train_images/3722.png\n",
      "7302 done jpg\n",
      "7303 ./data//train_images/3766.png\n",
      "7303 done jpg\n",
      "7304 ./data//train_images/6935.png\n",
      "7304 done jpg\n",
      "7305 ./data//train_images/6811.png\n",
      "7305 done jpg\n",
      "7306 ./data//train_images/1154.png\n",
      "7306 done jpg\n",
      "7307 ./data//train_images/5047.png\n",
      "7307 done jpg\n",
      "7308 ./data//train_images/1081.png\n",
      "7308 done jpg\n",
      "7309 ./data//train_images/9593.png\n",
      "7309 done jpg\n",
      "7310 ./data//train_images/6786.png\n",
      "7310 done jpg\n",
      "7311 ./data//train_images/3585.png\n",
      "7311 done jpg\n",
      "7312 ./data//train_images/4282.png\n",
      "7312 done jpg\n",
      "7313 ./data//train_images/3127.png\n",
      "7313 done jpg\n",
      "7314 ./data//train_images/8071.png\n",
      "7314 done jpg\n",
      "7315 ./data//train_images/2502.png\n",
      "7315 done jpg\n",
      "7316 ./data//train_images/9750.png\n",
      "7316 done jpg\n",
      "7317 ./data//train_images/2042.png\n",
      "7317 done jpg\n",
      "7318 ./data//train_images/5840.png\n",
      "7318 done jpg\n",
      "7319 ./data//train_images/4890.png\n",
      "7319 done jpg\n",
      "7320 ./data//train_images/7114.png\n",
      "7320 done jpg\n",
      "7321 ./data//train_images/8331.png\n",
      "7321 done jpg\n",
      "7322 ./data//train_images/8042.png\n",
      "7322 done jpg\n",
      "7323 ./data//train_images/5917.png\n",
      "7323 done jpg\n",
      "7324 ./data//train_images/4628.png\n",
      "7324 done jpg\n",
      "7325 ./data//train_images/5960.png\n",
      "7325 done jpg\n",
      "7326 ./data//train_images/3549.png\n",
      "7326 done jpg\n",
      "7327 ./data//train_images/10416.png\n",
      "7327 done jpg\n",
      "7328 ./data//train_images/7110.png\n",
      "7328 done jpg\n",
      "7329 ./data//train_images/3506.png\n",
      "7329 done jpg\n",
      "7330 ./data//train_images/6499.png\n",
      "7330 done jpg\n",
      "7331 ./data//train_images/7486.png\n",
      "7331 done jpg\n",
      "7332 ./data//train_images/751.png\n",
      "7332 done jpg\n",
      "7333 ./data//train_images/5486.png\n",
      "7333 done jpg\n",
      "7334 ./data//train_images/7259.png\n",
      "7334 done jpg\n",
      "7335 ./data//train_images/6398.png\n",
      "7335 done jpg\n",
      "7336 ./data//train_images/1276.png\n",
      "7336 done jpg\n",
      "7337 ./data//train_images/93.png\n",
      "7337 done jpg\n",
      "7338 ./data//train_images/4323.png\n",
      "7338 done jpg\n",
      "7339 ./data//train_images/7794.png\n",
      "7339 done jpg\n",
      "7340 ./data//train_images/1713.png\n",
      "7340 done jpg\n",
      "7341 ./data//train_images/6636.png\n",
      "7341 done jpg\n",
      "7342 ./data//train_images/4180.png\n",
      "7342 done jpg\n",
      "7343 ./data//train_images/9763.png\n",
      "7343 done jpg\n",
      "7344 ./data//train_images/809.png\n",
      "7344 done jpg\n",
      "7345 ./data//train_images/2739.png\n",
      "7345 done jpg\n",
      "7346 ./data//train_images/10461.png\n",
      "7346 done jpg\n",
      "7347 ./data//train_images/7380.png\n",
      "7347 done jpg\n",
      "7348 ./data//train_images/3954.png\n",
      "7348 done jpg\n",
      "7349 ./data//train_images/5196.png\n",
      "7349 done jpg\n",
      "7350 ./data//train_images/1030.png\n",
      "7350 done jpg\n",
      "7351 ./data//train_images/2240.png\n",
      "7351 done jpg\n",
      "7352 ./data//train_images/2978.png\n",
      "7352 done jpg\n",
      "7353 ./data//train_images/5577.png\n",
      "7353 done jpg\n",
      "7354 ./data//train_images/745.png\n",
      "7354 done jpg\n",
      "7355 ./data//train_images/2640.png\n",
      "7355 done jpg\n",
      "7356 ./data//train_images/9048.png\n",
      "7356 done jpg\n",
      "7357 ./data//train_images/9860.png\n",
      "7357 done jpg\n",
      "7358 ./data//train_images/3375.png\n",
      "7358 done jpg\n",
      "7359 ./data//train_images/630.png\n",
      "7359 done jpg\n",
      "7360 ./data//train_images/6861.png\n",
      "7360 done jpg\n",
      "7361 ./data//train_images/2767.png\n",
      "7361 done jpg\n",
      "7362 ./data//train_images/8216.png\n",
      "7362 done jpg\n",
      "7363 ./data//train_images/7407.png\n",
      "7363 done jpg\n",
      "7364 ./data//train_images/579.png\n",
      "7364 done jpg\n",
      "7365 ./data//train_images/6392.png\n",
      "7365 done jpg\n",
      "7366 ./data//train_images/5402.png\n",
      "7366 done jpg\n",
      "7367 ./data//train_images/4814.png\n",
      "7367 done jpg\n",
      "7368 ./data//train_images/2222.png\n",
      "7368 done jpg\n",
      "7369 ./data//train_images/108.png\n",
      "7369 done jpg\n",
      "7370 ./data//train_images/9783.png\n",
      "7370 done jpg\n",
      "7371 ./data//train_images/421.png\n",
      "7371 done jpg\n",
      "7372 ./data//train_images/8251.png\n",
      "7372 done jpg\n",
      "7373 ./data//train_images/5878.png\n",
      "7373 done jpg\n",
      "7374 ./data//train_images/6749.png\n",
      "7374 done jpg\n",
      "7375 ./data//train_images/3602.png\n",
      "7375 done jpg\n",
      "7376 ./data//train_images/8777.png\n",
      "7376 done jpg\n",
      "7377 ./data//train_images/3141.png\n",
      "7377 done jpg\n",
      "7378 ./data//train_images/10533.png\n",
      "7378 done jpg\n",
      "7379 ./data//train_images/5031.png\n",
      "7379 done jpg\n",
      "7380 ./data//train_images/8847.png\n",
      "7380 done jpg\n",
      "7381 ./data//train_images/2091.png\n",
      "7381 done jpg\n",
      "7382 ./data//train_images/4171.png\n",
      "7382 done jpg\n",
      "7383 ./data//train_images/497.png\n",
      "7383 done jpg\n",
      "7384 ./data//train_images/933.png\n",
      "7384 done jpg\n",
      "7385 ./data//train_images/6336.png\n",
      "7385 done jpg\n",
      "7386 ./data//train_images/1202.png\n",
      "7386 done jpg\n",
      "7387 ./data//train_images/4338.png\n",
      "7387 done jpg\n",
      "7388 ./data//train_images/2801.png\n",
      "7388 done jpg\n",
      "7389 ./data//train_images/3592.png\n",
      "7389 done jpg\n",
      "7390 ./data//train_images/983.png\n",
      "7390 done jpg\n",
      "7391 ./data//train_images/5198.png\n",
      "7391 done jpg\n",
      "7392 ./data//train_images/4765.png\n",
      "7392 done jpg\n",
      "7393 ./data//train_images/3519.png\n",
      "7393 done jpg\n",
      "7394 ./data//train_images/3696.png\n",
      "7394 done jpg\n",
      "7395 ./data//train_images/313.png\n",
      "7395 done jpg\n",
      "7396 ./data//train_images/3183.png\n",
      "7396 done jpg\n",
      "7397 ./data//train_images/1459.png\n",
      "7397 done jpg\n",
      "7398 ./data//train_images/1808.png\n",
      "7398 done jpg\n",
      "7399 ./data//train_images/4687.png\n",
      "7399 done jpg\n",
      "7400 ./data//train_images/9386.png\n",
      "7400 done jpg\n",
      "7401 ./data//train_images/6813.png\n",
      "7401 done jpg\n",
      "7402 ./data//train_images/1491.png\n",
      "7402 done jpg\n",
      "7403 ./data//train_images/6562.png\n",
      "7403 done jpg\n",
      "7404 ./data//train_images/9926.png\n",
      "7404 done jpg\n",
      "7405 ./data//train_images/6968.png\n",
      "7405 done jpg\n",
      "7406 ./data//train_images/8506.png\n",
      "7406 done jpg\n",
      "7407 ./data//train_images/4453.png\n",
      "7407 done jpg\n",
      "7408 ./data//train_images/8913.png\n",
      "7408 done jpg\n",
      "7409 ./data//train_images/5222.png\n",
      "7409 done jpg\n",
      "7410 ./data//train_images/3748.png\n",
      "7410 done jpg\n",
      "7411 ./data//train_images/8486.png\n",
      "7411 done jpg\n",
      "7412 ./data//train_images/8911.png\n",
      "7412 done jpg\n",
      "7413 ./data//train_images/3698.png\n",
      "7413 done jpg\n",
      "7414 ./data//train_images/2688.png\n",
      "7414 done jpg\n",
      "7415 ./data//train_images/1411.png\n",
      "7415 done jpg\n",
      "7416 ./data//train_images/4182.png\n",
      "7416 done jpg\n",
      "7417 ./data//train_images/7360.png\n",
      "7417 done jpg\n",
      "7418 ./data//train_images/7682.png\n",
      "7418 done jpg\n",
      "7419 ./data//train_images/7500.png\n",
      "7419 done jpg\n",
      "7420 ./data//train_images/4287.png\n",
      "7420 done jpg\n",
      "7421 ./data//train_images/4403.png\n",
      "7421 done jpg\n",
      "7422 ./data//train_images/7241.png\n",
      "7422 done jpg\n",
      "7423 ./data//train_images/4317.png\n",
      "7423 done jpg\n",
      "7424 ./data//train_images/2679.png\n",
      "7424 done jpg\n",
      "7425 ./data//train_images/1597.png\n",
      "7425 done jpg\n",
      "7426 ./data//train_images/4344.png\n",
      "7426 done jpg\n",
      "7427 ./data//train_images/4797.png\n",
      "7427 done jpg\n",
      "7428 ./data//train_images/619.png\n",
      "7428 done jpg\n",
      "7429 ./data//train_images/4661.png\n",
      "7429 done jpg\n",
      "7430 ./data//train_images/5901.png\n",
      "7430 done jpg\n",
      "7431 ./data//train_images/8994.png\n",
      "7431 done jpg\n",
      "7432 ./data//train_images/8578.png\n",
      "7432 done jpg\n",
      "7433 ./data//train_images/7447.png\n",
      "7433 done jpg\n",
      "7434 ./data//train_images/1979.png\n",
      "7434 done jpg\n",
      "7435 ./data//train_images/4645.png\n",
      "7435 done jpg\n",
      "7436 ./data//train_images/8886.png\n",
      "7436 done jpg\n",
      "7437 ./data//train_images/380.png\n",
      "7437 done jpg\n",
      "7438 ./data//train_images/10175.png\n",
      "7438 done jpg\n",
      "7439 ./data//train_images/9520.png\n",
      "7439 done jpg\n",
      "7440 ./data//train_images/308.png\n",
      "7440 done jpg\n",
      "7441 ./data//train_images/5012.png\n",
      "7441 done jpg\n",
      "7442 ./data//train_images/10112.png\n",
      "7442 done jpg\n",
      "7443 ./data//train_images/5806.png\n",
      "7443 done jpg\n",
      "7444 ./data//train_images/10044.png\n",
      "7444 done jpg\n",
      "7445 ./data//train_images/2166.png\n",
      "7445 done jpg\n",
      "7446 ./data//train_images/3144.png\n",
      "7446 done jpg\n",
      "7447 ./data//train_images/7547.png\n",
      "7447 done jpg\n",
      "7448 ./data//train_images/5356.png\n",
      "7448 done jpg\n",
      "7449 ./data//train_images/1893.png\n",
      "7449 done jpg\n",
      "7450 ./data//train_images/2862.png\n",
      "7450 done jpg\n",
      "7451 ./data//train_images/7610.png\n",
      "7451 done jpg\n",
      "7452 ./data//train_images/10158.png\n",
      "7452 done jpg\n",
      "7453 ./data//train_images/1559.png\n",
      "7453 done jpg\n",
      "7454 ./data//train_images/2420.png\n",
      "7454 done jpg\n",
      "7455 ./data//train_images/7377.png\n",
      "7455 done jpg\n",
      "7456 ./data//train_images/3146.png\n",
      "7456 done jpg\n",
      "7457 ./data//train_images/3195.png\n",
      "7457 done jpg\n",
      "7458 ./data//train_images/8454.png\n",
      "7458 done jpg\n",
      "7459 ./data//train_images/278.png\n",
      "7459 done jpg\n",
      "7460 ./data//train_images/4865.png\n",
      "7460 done jpg\n",
      "7461 ./data//train_images/2899.png\n",
      "7461 done jpg\n",
      "7462 ./data//train_images/5807.png\n",
      "7462 done jpg\n",
      "7463 ./data//train_images/8647.png\n",
      "7463 done jpg\n",
      "7464 ./data//train_images/9096.png\n",
      "7464 done jpg\n",
      "7465 ./data//train_images/9848.png\n",
      "7465 done jpg\n",
      "7466 ./data//train_images/1116.png\n",
      "7466 done jpg\n",
      "7467 ./data//train_images/5882.png\n",
      "7467 done jpg\n",
      "7468 ./data//train_images/6092.png\n",
      "7468 done jpg\n",
      "7469 ./data//train_images/8659.png\n",
      "7469 done jpg\n",
      "7470 ./data//train_images/6484.png\n",
      "7470 done jpg\n",
      "7471 ./data//train_images/9852.png\n",
      "7471 done jpg\n",
      "7472 ./data//train_images/7934.png\n",
      "7472 done jpg\n",
      "7473 ./data//train_images/1127.png\n",
      "7473 done jpg\n",
      "7474 ./data//train_images/7984.png\n",
      "7474 done jpg\n",
      "7475 ./data//train_images/2658.png\n",
      "7475 done jpg\n",
      "7476 ./data//train_images/6531.png\n",
      "7476 done jpg\n",
      "7477 ./data//train_images/5439.png\n",
      "7477 done jpg\n",
      "7478 ./data//train_images/9303.png\n",
      "7478 done jpg\n",
      "7479 ./data//train_images/7181.png\n",
      "7479 done jpg\n",
      "7480 ./data//train_images/1615.png\n",
      "7480 done jpg\n",
      "7481 ./data//train_images/9038.png\n",
      "7481 done jpg\n",
      "7482 ./data//train_images/4365.png\n",
      "7482 done jpg\n",
      "7483 ./data//train_images/10012.png\n",
      "7483 done jpg\n",
      "7484 ./data//train_images/9341.png\n",
      "7484 done jpg\n",
      "7485 ./data//train_images/3003.png\n",
      "7485 done jpg\n",
      "7486 ./data//train_images/373.png\n",
      "7486 done jpg\n",
      "7487 ./data//train_images/9575.png\n",
      "7487 done jpg\n",
      "7488 ./data//train_images/3298.png\n",
      "7488 done jpg\n",
      "7489 ./data//train_images/2184.png\n",
      "7489 done jpg\n",
      "7490 ./data//train_images/4402.png\n",
      "7490 done jpg\n",
      "7491 ./data//train_images/6571.png\n",
      "7491 done jpg\n",
      "7492 ./data//train_images/7867.png\n",
      "7492 done jpg\n",
      "7493 ./data//train_images/6705.png\n",
      "7493 done jpg\n",
      "7494 ./data//train_images/6501.png\n",
      "7494 done jpg\n",
      "7495 ./data//train_images/8357.png\n",
      "7495 done jpg\n",
      "7496 ./data//train_images/123.png\n",
      "7496 done jpg\n",
      "7497 ./data//train_images/5160.png\n",
      "7497 done jpg\n",
      "7498 ./data//train_images/1999.png\n",
      "7498 done jpg\n",
      "7499 ./data//train_images/2266.png\n",
      "7499 done jpg\n",
      "7500 ./data//train_images/2331.png\n",
      "7500 done jpg\n",
      "7501 ./data//train_images/5312.png\n",
      "7501 done jpg\n",
      "7502 ./data//train_images/10523.png\n",
      "7502 done jpg\n",
      "7503 ./data//train_images/9179.png\n",
      "7503 done jpg\n",
      "7504 ./data//train_images/5063.png\n",
      "7504 done jpg\n",
      "7505 ./data//train_images/5588.png\n",
      "7505 done jpg\n",
      "7506 ./data//train_images/675.png\n",
      "7506 done jpg\n",
      "7507 ./data//train_images/1210.png\n",
      "7507 done jpg\n",
      "7508 ./data//train_images/5596.png\n",
      "7508 done jpg\n",
      "7509 ./data//train_images/6424.png\n",
      "7509 done jpg\n",
      "7510 ./data//train_images/3995.png\n",
      "7510 done jpg\n",
      "7511 ./data//train_images/5622.png\n",
      "7511 done jpg\n",
      "7512 ./data//train_images/2751.png\n",
      "7512 done jpg\n",
      "7513 ./data//train_images/8859.png\n",
      "7513 done jpg\n",
      "7514 ./data//train_images/1964.png\n",
      "7514 done jpg\n",
      "7515 ./data//train_images/231.png\n",
      "7515 done jpg\n",
      "7516 ./data//train_images/8273.png\n",
      "7516 done jpg\n",
      "7517 ./data//train_images/8720.png\n",
      "7517 done jpg\n",
      "7518 ./data//train_images/9252.png\n",
      "7518 done jpg\n",
      "7519 ./data//train_images/7678.png\n",
      "7519 done jpg\n",
      "7520 ./data//train_images/1768.png\n",
      "7520 done jpg\n",
      "7521 ./data//train_images/168.png\n",
      "7521 done jpg\n",
      "7522 ./data//train_images/6314.png\n",
      "7522 done jpg\n",
      "7523 ./data//train_images/6073.png\n",
      "7523 done jpg\n",
      "7524 ./data//train_images/3684.png\n",
      "7524 done jpg\n",
      "7525 ./data//train_images/3774.png\n",
      "7525 done jpg\n",
      "7526 ./data//train_images/3778.png\n",
      "7526 done jpg\n",
      "7527 ./data//train_images/10290.png\n",
      "7527 done jpg\n",
      "7528 ./data//train_images/3730.png\n",
      "7528 done jpg\n",
      "7529 ./data//train_images/10512.png\n",
      "7529 done jpg\n",
      "7530 ./data//train_images/9466.png\n",
      "7530 done jpg\n",
      "7531 ./data//train_images/9625.png\n",
      "7531 done jpg\n",
      "7532 ./data//train_images/6948.png\n",
      "7532 done jpg\n",
      "7533 ./data//train_images/10313.png\n",
      "7533 done jpg\n",
      "7534 ./data//train_images/7721.png\n",
      "7534 done jpg\n",
      "7535 ./data//train_images/4671.png\n",
      "7535 done jpg\n",
      "7536 ./data//train_images/5082.png\n",
      "7536 done jpg\n",
      "7537 ./data//train_images/5187.png\n",
      "7537 done jpg\n",
      "7538 ./data//train_images/2003.png\n",
      "7538 done jpg\n",
      "7539 ./data//train_images/3784.png\n",
      "7539 done jpg\n",
      "7540 ./data//train_images/831.png\n",
      "7540 done jpg\n",
      "7541 ./data//train_images/3222.png\n",
      "7541 done jpg\n",
      "7542 ./data//train_images/866.png\n",
      "7542 done jpg\n",
      "7543 ./data//train_images/7786.png\n",
      "7543 done jpg\n",
      "7544 ./data//train_images/1820.png\n",
      "7544 done jpg\n",
      "7545 ./data//train_images/3808.png\n",
      "7545 done jpg\n",
      "7546 ./data//train_images/4393.png\n",
      "7546 done jpg\n",
      "7547 ./data//train_images/4917.png\n",
      "7547 done jpg\n",
      "7548 ./data//train_images/1380.png\n",
      "7548 done jpg\n",
      "7549 ./data//train_images/8540.png\n",
      "7549 done jpg\n",
      "7550 ./data//train_images/9784.png\n",
      "7550 done jpg\n",
      "7551 ./data//train_images/6643.png\n",
      "7551 done jpg\n",
      "7552 ./data//train_images/2852.png\n",
      "7552 done jpg\n",
      "7553 ./data//train_images/6788.png\n",
      "7553 done jpg\n",
      "7554 ./data//train_images/2270.png\n",
      "7554 done jpg\n",
      "7555 ./data//train_images/6056.png\n",
      "7555 done jpg\n",
      "7556 ./data//train_images/1889.png\n",
      "7556 done jpg\n",
      "7557 ./data//train_images/5572.png\n",
      "7557 done jpg\n",
      "7558 ./data//train_images/1471.png\n",
      "7558 done jpg\n",
      "7559 ./data//train_images/4173.png\n",
      "7559 done jpg\n",
      "7560 ./data//train_images/4200.png\n",
      "7560 done jpg\n",
      "7561 ./data//train_images/2674.png\n",
      "7561 done jpg\n",
      "7562 ./data//train_images/4799.png\n",
      "7562 done jpg\n",
      "7563 ./data//train_images/8440.png\n",
      "7563 done jpg\n",
      "7564 ./data//train_images/7767.png\n",
      "7564 done jpg\n",
      "7565 ./data//train_images/7016.png\n",
      "7565 done jpg\n",
      "7566 ./data//train_images/5541.png\n",
      "7566 done jpg\n",
      "7567 ./data//train_images/1849.png\n",
      "7567 done jpg\n",
      "7568 ./data//train_images/893.png\n",
      "7568 done jpg\n",
      "7569 ./data//train_images/9452.png\n",
      "7569 done jpg\n",
      "7570 ./data//train_images/7517.png\n",
      "7570 done jpg\n",
      "7571 ./data//train_images/2845.png\n",
      "7571 done jpg\n",
      "7572 ./data//train_images/6567.png\n",
      "7572 done jpg\n",
      "7573 ./data//train_images/1790.png\n",
      "7573 done jpg\n",
      "7574 ./data//train_images/2301.png\n",
      "7574 done jpg\n",
      "7575 ./data//train_images/7654.png\n",
      "7575 done jpg\n",
      "7576 ./data//train_images/9485.png\n",
      "7576 done jpg\n",
      "7577 ./data//train_images/10077.png\n",
      "7577 done jpg\n",
      "7578 ./data//train_images/5895.png\n",
      "7578 done jpg\n",
      "7579 ./data//train_images/8112.png\n",
      "7579 done jpg\n",
      "7580 ./data//train_images/549.png\n",
      "7580 done jpg\n",
      "7581 ./data//train_images/4933.png\n",
      "7581 done jpg\n",
      "7582 ./data//train_images/8503.png\n",
      "7582 done jpg\n",
      "7583 ./data//train_images/8680.png\n",
      "7583 done jpg\n",
      "7584 ./data//train_images/10015.png\n",
      "7584 done jpg\n",
      "7585 ./data//train_images/2711.png\n",
      "7585 done jpg\n",
      "7586 ./data//train_images/3409.png\n",
      "7586 done jpg\n",
      "7587 ./data//train_images/2920.png\n",
      "7587 done jpg\n",
      "7588 ./data//train_images/5996.png\n",
      "7588 done jpg\n",
      "7589 ./data//train_images/1983.png\n",
      "7589 done jpg\n",
      "7590 ./data//train_images/3145.png\n",
      "7590 done jpg\n",
      "7591 ./data//train_images/2016.png\n",
      "7591 done jpg\n",
      "7592 ./data//train_images/4454.png\n",
      "7592 done jpg\n",
      "7593 ./data//train_images/797.png\n",
      "7593 done jpg\n",
      "7594 ./data//train_images/5445.png\n",
      "7594 done jpg\n",
      "7595 ./data//train_images/2865.png\n",
      "7595 done jpg\n",
      "7596 ./data//train_images/8730.png\n",
      "7596 done jpg\n",
      "7597 ./data//train_images/6107.png\n",
      "7597 done jpg\n",
      "7598 ./data//train_images/4526.png\n",
      "7598 done jpg\n",
      "7599 ./data//train_images/4991.png\n",
      "7599 done jpg\n",
      "7600 ./data//train_images/9446.png\n",
      "7600 done jpg\n",
      "7601 ./data//train_images/5441.png\n",
      "7601 done jpg\n",
      "7602 ./data//train_images/7505.png\n",
      "7602 done jpg\n",
      "7603 ./data//train_images/8767.png\n",
      "7603 done jpg\n",
      "7604 ./data//train_images/2141.png\n",
      "7604 done jpg\n",
      "7605 ./data//train_images/9176.png\n",
      "7605 done jpg\n",
      "7606 ./data//train_images/6587.png\n",
      "7606 done jpg\n",
      "7607 ./data//train_images/9772.png\n",
      "7607 done jpg\n",
      "7608 ./data//train_images/170.png\n",
      "7608 done jpg\n",
      "7609 ./data//train_images/218.png\n",
      "7609 done jpg\n",
      "7610 ./data//train_images/8104.png\n",
      "7610 done jpg\n",
      "7611 ./data//train_images/10162.png\n",
      "7611 done jpg\n",
      "7612 ./data//train_images/5915.png\n",
      "7612 done jpg\n",
      "7613 ./data//train_images/9267.png\n",
      "7613 done jpg\n",
      "7614 ./data//train_images/1919.png\n",
      "7614 done jpg\n",
      "7615 ./data//train_images/1025.png\n",
      "7615 done jpg\n",
      "7616 ./data//train_images/2335.png\n",
      "7616 done jpg\n",
      "7617 ./data//train_images/1520.png\n",
      "7617 done jpg\n",
      "7618 ./data//train_images/7132.png\n",
      "7618 done jpg\n",
      "7619 ./data//train_images/3663.png\n",
      "7619 done jpg\n",
      "7620 ./data//train_images/638.png\n",
      "7620 done jpg\n",
      "7621 ./data//train_images/5381.png\n",
      "7621 done jpg\n",
      "7622 ./data//train_images/8609.png\n",
      "7622 done jpg\n",
      "7623 ./data//train_images/159.png\n",
      "7623 done jpg\n",
      "7624 ./data//train_images/891.png\n",
      "7624 done jpg\n",
      "7625 ./data//train_images/1516.png\n",
      "7625 done jpg\n",
      "7626 ./data//train_images/8335.png\n",
      "7626 done jpg\n",
      "7627 ./data//train_images/4015.png\n",
      "7627 done jpg\n",
      "7628 ./data//train_images/8282.png\n",
      "7628 done jpg\n",
      "7629 ./data//train_images/8717.png\n",
      "7629 done jpg\n",
      "7630 ./data//train_images/4021.png\n",
      "7630 done jpg\n",
      "7631 ./data//train_images/8796.png\n",
      "7631 done jpg\n",
      "7632 ./data//train_images/6802.png\n",
      "7632 done jpg\n",
      "7633 ./data//train_images/10091.png\n",
      "7633 done jpg\n",
      "7634 ./data//train_images/5727.png\n",
      "7634 done jpg\n",
      "7635 ./data//train_images/9022.png\n",
      "7635 done jpg\n",
      "7636 ./data//train_images/2516.png\n",
      "7636 done jpg\n",
      "7637 ./data//train_images/3726.png\n",
      "7637 done jpg\n",
      "7638 ./data//train_images/7079.png\n",
      "7638 done jpg\n",
      "7639 ./data//train_images/7345.png\n",
      "7639 done jpg\n",
      "7640 ./data//train_images/4510.png\n",
      "7640 done jpg\n",
      "7641 ./data//train_images/3831.png\n",
      "7641 done jpg\n",
      "7642 ./data//train_images/3029.png\n",
      "7642 done jpg\n",
      "7643 ./data//train_images/1954.png\n",
      "7643 done jpg\n",
      "7644 ./data//train_images/713.png\n",
      "7644 done jpg\n",
      "7645 ./data//train_images/2131.png\n",
      "7645 done jpg\n",
      "7646 ./data//train_images/10418.png\n",
      "7646 done jpg\n",
      "7647 ./data//train_images/7245.png\n",
      "7647 done jpg\n",
      "7648 ./data//train_images/4985.png\n",
      "7648 done jpg\n",
      "7649 ./data//train_images/9173.png\n",
      "7649 done jpg\n",
      "7650 ./data//train_images/5606.png\n",
      "7650 done jpg\n",
      "7651 ./data//train_images/5446.png\n",
      "7651 done jpg\n",
      "7652 ./data//train_images/3609.png\n",
      "7652 done jpg\n",
      "7653 ./data//train_images/3216.png\n",
      "7653 done jpg\n",
      "7654 ./data//train_images/459.png\n",
      "7654 done jpg\n",
      "7655 ./data//train_images/5988.png\n",
      "7655 done jpg\n",
      "7656 ./data//train_images/2533.png\n",
      "7656 done jpg\n",
      "7657 ./data//train_images/773.png\n",
      "7657 done jpg\n",
      "7658 ./data//train_images/6724.png\n",
      "7658 done jpg\n",
      "7659 ./data//train_images/7614.png\n",
      "7659 done jpg\n",
      "7660 ./data//train_images/227.png\n",
      "7660 done jpg\n",
      "7661 ./data//train_images/771.png\n",
      "7661 done jpg\n",
      "7662 ./data//train_images/10150.png\n",
      "7662 done jpg\n",
      "7663 ./data//train_images/6760.png\n",
      "7663 done jpg\n",
      "7664 ./data//train_images/3304.png\n",
      "7664 done jpg\n",
      "7665 ./data//train_images/7.png\n",
      "7665 done jpg\n",
      "7666 ./data//train_images/5245.png\n",
      "7666 done jpg\n",
      "7667 ./data//train_images/6077.png\n",
      "7667 done jpg\n",
      "7668 ./data//train_images/7243.png\n",
      "7668 done jpg\n",
      "7669 ./data//train_images/6785.png\n",
      "7669 done jpg\n",
      "7670 ./data//train_images/4314.png\n",
      "7670 done jpg\n",
      "7671 ./data//train_images/5591.png\n",
      "7671 done jpg\n",
      "7672 ./data//train_images/4649.png\n",
      "7672 done jpg\n",
      "7673 ./data//train_images/9813.png\n",
      "7673 done jpg\n",
      "7674 ./data//train_images/3611.png\n",
      "7674 done jpg\n",
      "7675 ./data//train_images/895.png\n",
      "7675 done jpg\n",
      "7676 ./data//train_images/8538.png\n",
      "7676 done jpg\n",
      "7677 ./data//train_images/1709.png\n",
      "7677 done jpg\n",
      "7678 ./data//train_images/2571.png\n",
      "7678 done jpg\n",
      "7679 ./data//train_images/4216.png\n",
      "7679 done jpg\n",
      "7680 ./data//train_images/3359.png\n",
      "7680 done jpg\n",
      "7681 ./data//train_images/6324.png\n",
      "7681 done jpg\n",
      "7682 ./data//train_images/2225.png\n",
      "7682 done jpg\n",
      "7683 ./data//train_images/2290.png\n",
      "7683 done jpg\n",
      "7684 ./data//train_images/3200.png\n",
      "7684 done jpg\n",
      "7685 ./data//train_images/1569.png\n",
      "7685 done jpg\n",
      "7686 ./data//train_images/1278.png\n",
      "7686 done jpg\n",
      "7687 ./data//train_images/3250.png\n",
      "7687 done jpg\n",
      "7688 ./data//train_images/6420.png\n",
      "7688 done jpg\n",
      "7689 ./data//train_images/5092.png\n",
      "7689 done jpg\n",
      "7690 ./data//train_images/8564.png\n",
      "7690 done jpg\n",
      "7691 ./data//train_images/4201.png\n",
      "7691 done jpg\n",
      "7692 ./data//train_images/3169.png\n",
      "7692 done jpg\n",
      "7693 ./data//train_images/3447.png\n",
      "7693 done jpg\n",
      "7694 ./data//train_images/8461.png\n",
      "7694 done jpg\n",
      "7695 ./data//train_images/747.png\n",
      "7695 done jpg\n",
      "7696 ./data//train_images/7512.png\n",
      "7696 done jpg\n",
      "7697 ./data//train_images/6778.png\n",
      "7697 done jpg\n",
      "7698 ./data//train_images/3980.png\n",
      "7698 done jpg\n",
      "7699 ./data//train_images/1499.png\n",
      "7699 done jpg\n",
      "7700 ./data//train_images/712.png\n",
      "7700 done jpg\n",
      "7701 ./data//train_images/8383.png\n",
      "7701 done jpg\n",
      "7702 ./data//train_images/4766.png\n",
      "7702 done jpg\n",
      "7703 ./data//train_images/8697.png\n",
      "7703 done jpg\n",
      "7704 ./data//train_images/8229.png\n",
      "7704 done jpg\n",
      "7705 ./data//train_images/9716.png\n",
      "7705 done jpg\n",
      "7706 ./data//train_images/693.png\n",
      "7706 done jpg\n",
      "7707 ./data//train_images/5780.png\n",
      "7707 done jpg\n",
      "7708 ./data//train_images/5919.png\n",
      "7708 done jpg\n",
      "7709 ./data//train_images/4891.png\n",
      "7709 done jpg\n",
      "7710 ./data//train_images/8830.png\n",
      "7710 done jpg\n",
      "7711 ./data//train_images/2447.png\n",
      "7711 done jpg\n",
      "7712 ./data//train_images/5993.png\n",
      "7712 done jpg\n",
      "7713 ./data//train_images/3320.png\n",
      "7713 done jpg\n",
      "7714 ./data//train_images/3864.png\n",
      "7714 done jpg\n",
      "7715 ./data//train_images/4559.png\n",
      "7715 done jpg\n",
      "7716 ./data//train_images/2673.png\n",
      "7716 done jpg\n",
      "7717 ./data//train_images/791.png\n",
      "7717 done jpg\n",
      "7718 ./data//train_images/4265.png\n",
      "7718 done jpg\n",
      "7719 ./data//train_images/9667.png\n",
      "7719 done jpg\n",
      "7720 ./data//train_images/76.png\n",
      "7720 done jpg\n",
      "7721 ./data//train_images/445.png\n",
      "7721 done jpg\n",
      "7722 ./data//train_images/6846.png\n",
      "7722 done jpg\n",
      "7723 ./data//train_images/525.png\n",
      "7723 done jpg\n",
      "7724 ./data//train_images/8931.png\n",
      "7724 done jpg\n",
      "7725 ./data//train_images/6950.png\n",
      "7725 done jpg\n",
      "7726 ./data//train_images/9131.png\n",
      "7726 done jpg\n",
      "7727 ./data//train_images/5363.png\n",
      "7727 done jpg\n",
      "7728 ./data//train_images/4966.png\n",
      "7728 done jpg\n",
      "7729 ./data//train_images/8505.png\n",
      "7729 done jpg\n",
      "7730 ./data//train_images/8542.png\n",
      "7730 done jpg\n",
      "7731 ./data//train_images/9074.png\n",
      "7731 done jpg\n",
      "7732 ./data//train_images/8455.png\n",
      "7732 done jpg\n",
      "7733 ./data//train_images/99.png\n",
      "7733 done jpg\n",
      "7734 ./data//train_images/1259.png\n",
      "7734 done jpg\n",
      "7735 ./data//train_images/262.png\n",
      "7735 done jpg\n",
      "7736 ./data//train_images/4598.png\n",
      "7736 done jpg\n",
      "7737 ./data//train_images/366.png\n",
      "7737 done jpg\n",
      "7738 ./data//train_images/6165.png\n",
      "7738 done jpg\n",
      "7739 ./data//train_images/1125.png\n",
      "7739 done jpg\n",
      "7740 ./data//train_images/2846.png\n",
      "7740 done jpg\n",
      "7741 ./data//train_images/3391.png\n",
      "7741 done jpg\n",
      "7742 ./data//train_images/9827.png\n",
      "7742 done jpg\n",
      "7743 ./data//train_images/3610.png\n",
      "7743 done jpg\n",
      "7744 ./data//train_images/856.png\n",
      "7744 done jpg\n",
      "7745 ./data//train_images/5920.png\n",
      "7745 done jpg\n",
      "7746 ./data//train_images/6849.png\n",
      "7746 done jpg\n",
      "7747 ./data//train_images/3926.png\n",
      "7747 done jpg\n",
      "7748 ./data//train_images/1430.png\n",
      "7748 done jpg\n",
      "7749 ./data//train_images/6285.png\n",
      "7749 done jpg\n",
      "7750 ./data//train_images/5157.png\n",
      "7750 done jpg\n",
      "7751 ./data//train_images/8583.png\n",
      "7751 done jpg\n",
      "7752 ./data//train_images/5891.png\n",
      "7752 done jpg\n",
      "7753 ./data//train_images/1439.png\n",
      "7753 done jpg\n",
      "7754 ./data//train_images/10415.png\n",
      "7754 done jpg\n",
      "7755 ./data//train_images/7975.png\n",
      "7755 done jpg\n",
      "7756 ./data//train_images/6644.png\n",
      "7756 done jpg\n",
      "7757 ./data//train_images/3167.png\n",
      "7757 done jpg\n",
      "7758 ./data//train_images/3294.png\n",
      "7758 done jpg\n",
      "7759 ./data//train_images/1836.png\n",
      "7759 done jpg\n",
      "7760 ./data//train_images/9727.png\n",
      "7760 done jpg\n",
      "7761 ./data//train_images/9715.png\n",
      "7761 done jpg\n",
      "7762 ./data//train_images/9130.png\n",
      "7762 done jpg\n",
      "7763 ./data//train_images/8263.png\n",
      "7763 done jpg\n",
      "7764 ./data//train_images/4525.png\n",
      "7764 done jpg\n",
      "7765 ./data//train_images/342.png\n",
      "7765 done jpg\n",
      "7766 ./data//train_images/6783.png\n",
      "7766 done jpg\n",
      "7767 ./data//train_images/3795.png\n",
      "7767 done jpg\n",
      "7768 ./data//train_images/5941.png\n",
      "7768 done jpg\n",
      "7769 ./data//train_images/2574.png\n",
      "7769 done jpg\n",
      "7770 ./data//train_images/8462.png\n",
      "7770 done jpg\n",
      "7771 ./data//train_images/1503.png\n",
      "7771 done jpg\n",
      "7772 ./data//train_images/2348.png\n",
      "7772 done jpg\n",
      "7773 ./data//train_images/5382.png\n",
      "7773 done jpg\n",
      "7774 ./data//train_images/348.png\n",
      "7774 done jpg\n",
      "7775 ./data//train_images/8589.png\n",
      "7775 done jpg\n",
      "7776 ./data//train_images/452.png\n",
      "7776 done jpg\n",
      "7777 ./data//train_images/233.png\n",
      "7777 done jpg\n",
      "7778 ./data//train_images/8878.png\n",
      "7778 done jpg\n",
      "7779 ./data//train_images/2922.png\n",
      "7779 done jpg\n",
      "7780 ./data//train_images/9225.png\n",
      "7780 done jpg\n",
      "7781 ./data//train_images/827.png\n",
      "7781 done jpg\n",
      "7782 ./data//train_images/7586.png\n",
      "7782 done jpg\n",
      "7783 ./data//train_images/5527.png\n",
      "7783 done jpg\n",
      "7784 ./data//train_images/1601.png\n",
      "7784 done jpg\n",
      "7785 ./data//train_images/1527.png\n",
      "7785 done jpg\n",
      "7786 ./data//train_images/5927.png\n",
      "7786 done jpg\n",
      "7787 ./data//train_images/879.png\n",
      "7787 done jpg\n",
      "7788 ./data//train_images/7074.png\n",
      "7788 done jpg\n",
      "7789 ./data//train_images/5997.png\n",
      "7789 done jpg\n",
      "7790 ./data//train_images/1251.png\n",
      "7790 done jpg\n",
      "7791 ./data//train_images/9162.png\n",
      "7791 done jpg\n",
      "7792 ./data//train_images/3551.png\n",
      "7792 done jpg\n",
      "7793 ./data//train_images/1719.png\n",
      "7793 done jpg\n",
      "7794 ./data//train_images/1584.png\n",
      "7794 done jpg\n",
      "7795 ./data//train_images/1538.png\n",
      "7795 done jpg\n",
      "7796 ./data//train_images/1817.png\n",
      "7796 done jpg\n",
      "7797 ./data//train_images/2389.png\n",
      "7797 done jpg\n",
      "7798 ./data//train_images/8643.png\n",
      "7798 done jpg\n",
      "7799 ./data//train_images/8675.png\n",
      "7799 done jpg\n",
      "7800 ./data//train_images/1249.png\n",
      "7800 done jpg\n",
      "7801 ./data//train_images/7200.png\n",
      "7801 done jpg\n",
      "7802 ./data//train_images/1165.png\n",
      "7802 done jpg\n",
      "7803 ./data//train_images/5767.png\n",
      "7803 done jpg\n",
      "7804 ./data//train_images/2839.png\n",
      "7804 done jpg\n",
      "7805 ./data//train_images/6597.png\n",
      "7805 done jpg\n",
      "7806 ./data//train_images/978.png\n",
      "7806 done jpg\n",
      "7807 ./data//train_images/5449.png\n",
      "7807 done jpg\n",
      "7808 ./data//train_images/1375.png\n",
      "7808 done jpg\n",
      "7809 ./data//train_images/5134.png\n",
      "7809 done jpg\n",
      "7810 ./data//train_images/9168.png\n",
      "7810 done jpg\n",
      "7811 ./data//train_images/10417.png\n",
      "7811 done jpg\n",
      "7812 ./data//train_images/7144.png\n",
      "7812 done jpg\n",
      "7813 ./data//train_images/10525.png\n",
      "7813 done jpg\n",
      "7814 ./data//train_images/8711.png\n",
      "7814 done jpg\n",
      "7815 ./data//train_images/10219.png\n",
      "7815 done jpg\n",
      "7816 ./data//train_images/1450.png\n",
      "7816 done jpg\n",
      "7817 ./data//train_images/9568.png\n",
      "7817 done jpg\n",
      "7818 ./data//train_images/7292.png\n",
      "7818 done jpg\n",
      "7819 ./data//train_images/1868.png\n",
      "7819 done jpg\n",
      "7820 ./data//train_images/2383.png\n",
      "7820 done jpg\n",
      "7821 ./data//train_images/2653.png\n",
      "7821 done jpg\n",
      "7822 ./data//train_images/9678.png\n",
      "7822 done jpg\n",
      "7823 ./data//train_images/1353.png\n",
      "7823 done jpg\n",
      "7824 ./data//train_images/7960.png\n",
      "7824 done jpg\n",
      "7825 ./data//train_images/2093.png\n",
      "7825 done jpg\n",
      "7826 ./data//train_images/7709.png\n",
      "7826 done jpg\n",
      "7827 ./data//train_images/362.png\n",
      "7827 done jpg\n",
      "7828 ./data//train_images/3983.png\n",
      "7828 done jpg\n",
      "7829 ./data//train_images/9447.png\n",
      "7829 done jpg\n",
      "7830 ./data//train_images/418.png\n",
      "7830 done jpg\n",
      "7831 ./data//train_images/3757.png\n",
      "7831 done jpg\n",
      "7832 ./data//train_images/2851.png\n",
      "7832 done jpg\n",
      "7833 ./data//train_images/7802.png\n",
      "7833 done jpg\n",
      "7834 ./data//train_images/951.png\n",
      "7834 done jpg\n",
      "7835 ./data//train_images/2590.png\n",
      "7835 done jpg\n",
      "7836 ./data//train_images/6105.png\n",
      "7836 done jpg\n",
      "7837 ./data//train_images/3979.png\n",
      "7837 done jpg\n",
      "7838 ./data//train_images/7944.png\n",
      "7838 done jpg\n",
      "7839 ./data//train_images/6779.png\n",
      "7839 done jpg\n",
      "7840 ./data//train_images/8288.png\n",
      "7840 done jpg\n",
      "7841 ./data//train_images/4035.png\n",
      "7841 done jpg\n",
      "7842 ./data//train_images/5505.png\n",
      "7842 done jpg\n",
      "7843 ./data//train_images/7810.png\n",
      "7843 done jpg\n",
      "7844 ./data//train_images/7168.png\n",
      "7844 done jpg\n",
      "7845 ./data//train_images/8908.png\n",
      "7845 done jpg\n",
      "7846 ./data//train_images/9409.png\n",
      "7846 done jpg\n",
      "7847 ./data//train_images/6941.png\n",
      "7847 done jpg\n",
      "7848 ./data//train_images/7489.png\n",
      "7848 done jpg\n",
      "7849 ./data//train_images/5421.png\n",
      "7849 done jpg\n",
      "7850 ./data//train_images/838.png\n",
      "7850 done jpg\n",
      "7851 ./data//train_images/4137.png\n",
      "7851 done jpg\n",
      "7852 ./data//train_images/10537.png\n",
      "7852 done jpg\n",
      "7853 ./data//train_images/554.png\n",
      "7853 done jpg\n",
      "7854 ./data//train_images/546.png\n",
      "7854 done jpg\n",
      "7855 ./data//train_images/3421.png\n",
      "7855 done jpg\n",
      "7856 ./data//train_images/447.png\n",
      "7856 done jpg\n",
      "7857 ./data//train_images/8642.png\n",
      "7857 done jpg\n",
      "7858 ./data//train_images/114.png\n",
      "7858 done jpg\n",
      "7859 ./data//train_images/5248.png\n",
      "7859 done jpg\n",
      "7860 ./data//train_images/350.png\n",
      "7860 done jpg\n",
      "7861 ./data//train_images/668.png\n",
      "7861 done jpg\n",
      "7862 ./data//train_images/1236.png\n",
      "7862 done jpg\n",
      "7863 ./data//train_images/3946.png\n",
      "7863 done jpg\n",
      "7864 ./data//train_images/6545.png\n",
      "7864 done jpg\n",
      "7865 ./data//train_images/7248.png\n",
      "7865 done jpg\n",
      "7866 ./data//train_images/2357.png\n",
      "7866 done jpg\n",
      "7867 ./data//train_images/110.png\n",
      "7867 done jpg\n",
      "7868 ./data//train_images/3015.png\n",
      "7868 done jpg\n",
      "7869 ./data//train_images/7372.png\n",
      "7869 done jpg\n",
      "7870 ./data//train_images/4603.png\n",
      "7870 done jpg\n",
      "7871 ./data//train_images/8728.png\n",
      "7871 done jpg\n",
      "7872 ./data//train_images/6225.png\n",
      "7872 done jpg\n",
      "7873 ./data//train_images/9419.png\n",
      "7873 done jpg\n",
      "7874 ./data//train_images/1220.png\n",
      "7874 done jpg\n",
      "7875 ./data//train_images/1885.png\n",
      "7875 done jpg\n",
      "7876 ./data//train_images/6068.png\n",
      "7876 done jpg\n",
      "7877 ./data//train_images/5635.png\n",
      "7877 done jpg\n",
      "7878 ./data//train_images/5632.png\n",
      "7878 done jpg\n",
      "7879 ./data//train_images/4463.png\n",
      "7879 done jpg\n",
      "7880 ./data//train_images/1598.png\n",
      "7880 done jpg\n",
      "7881 ./data//train_images/3002.png\n",
      "7881 done jpg\n",
      "7882 ./data//train_images/6355.png\n",
      "7882 done jpg\n",
      "7883 ./data//train_images/1489.png\n",
      "7883 done jpg\n",
      "7884 ./data//train_images/5611.png\n",
      "7884 done jpg\n",
      "7885 ./data//train_images/2097.png\n",
      "7885 done jpg\n",
      "7886 ./data//train_images/3052.png\n",
      "7886 done jpg\n",
      "7887 ./data//train_images/4288.png\n",
      "7887 done jpg\n",
      "7888 ./data//train_images/8571.png\n",
      "7888 done jpg\n",
      "7889 ./data//train_images/6944.png\n",
      "7889 done jpg\n",
      "7890 ./data//train_images/9049.png\n",
      "7890 done jpg\n",
      "7891 ./data//train_images/10544.png\n",
      "7891 done jpg\n",
      "7892 ./data//train_images/3166.png\n",
      "7892 done jpg\n",
      "7893 ./data//train_images/10500.png\n",
      "7893 done jpg\n",
      "7894 ./data//train_images/4576.png\n",
      "7894 done jpg\n",
      "7895 ./data//train_images/7780.png\n",
      "7895 done jpg\n",
      "7896 ./data//train_images/2297.png\n",
      "7896 done jpg\n",
      "7897 ./data//train_images/58.png\n",
      "7897 done jpg\n",
      "7898 ./data//train_images/300.png\n",
      "7898 done jpg\n",
      "7899 ./data//train_images/7323.png\n",
      "7899 done jpg\n",
      "7900 ./data//train_images/1093.png\n",
      "7900 done jpg\n",
      "7901 ./data//train_images/9947.png\n",
      "7901 done jpg\n",
      "7902 ./data//train_images/5387.png\n",
      "7902 done jpg\n",
      "7903 ./data//train_images/6391.png\n",
      "7903 done jpg\n",
      "7904 ./data//train_images/2612.png\n",
      "7904 done jpg\n",
      "7905 ./data//train_images/7987.png\n",
      "7905 done jpg\n",
      "7906 ./data//train_images/10020.png\n",
      "7906 done jpg\n",
      "7907 ./data//train_images/4896.png\n",
      "7907 done jpg\n",
      "7908 ./data//train_images/3883.png\n",
      "7908 done jpg\n",
      "7909 ./data//train_images/2138.png\n",
      "7909 done jpg\n",
      "7910 ./data//train_images/8213.png\n",
      "7910 done jpg\n",
      "7911 ./data//train_images/2475.png\n",
      "7911 done jpg\n",
      "7912 ./data//train_images/3020.png\n",
      "7912 done jpg\n",
      "7913 ./data//train_images/3131.png\n",
      "7913 done jpg\n",
      "7914 ./data//train_images/5288.png\n",
      "7914 done jpg\n",
      "7915 ./data//train_images/10208.png\n",
      "7915 done jpg\n",
      "7916 ./data//train_images/143.png\n",
      "7916 done jpg\n",
      "7917 ./data//train_images/6991.png\n",
      "7917 done jpg\n",
      "7918 ./data//train_images/8995.png\n",
      "7918 done jpg\n",
      "7919 ./data//train_images/1179.png\n",
      "7919 done jpg\n",
      "7920 ./data//train_images/7854.png\n",
      "7920 done jpg\n",
      "7921 ./data//train_images/3287.png\n",
      "7921 done jpg\n",
      "7922 ./data//train_images/2946.png\n",
      "7922 done jpg\n",
      "7923 ./data//train_images/6128.png\n",
      "7923 done jpg\n",
      "7924 ./data//train_images/3679.png\n",
      "7924 done jpg\n",
      "7925 ./data//train_images/2752.png\n",
      "7925 done jpg\n",
      "7926 ./data//train_images/3942.png\n",
      "7926 done jpg\n",
      "7927 ./data//train_images/8467.png\n",
      "7927 done jpg\n",
      "7928 ./data//train_images/10066.png\n",
      "7928 done jpg\n",
      "7929 ./data//train_images/4103.png\n",
      "7929 done jpg\n",
      "7930 ./data//train_images/6390.png\n",
      "7930 done jpg\n",
      "7931 ./data//train_images/5871.png\n",
      "7931 done jpg\n",
      "7932 ./data//train_images/6737.png\n",
      "7932 done jpg\n",
      "7933 ./data//train_images/6971.png\n",
      "7933 done jpg\n",
      "7934 ./data//train_images/2701.png\n",
      "7934 done jpg\n",
      "7935 ./data//train_images/7665.png\n",
      "7935 done jpg\n",
      "7936 ./data//train_images/5089.png\n",
      "7936 done jpg\n",
      "7937 ./data//train_images/3917.png\n",
      "7937 done jpg\n",
      "7938 ./data//train_images/4758.png\n",
      "7938 done jpg\n",
      "7939 ./data//train_images/4198.png\n",
      "7939 done jpg\n",
      "7940 ./data//train_images/1240.png\n",
      "7940 done jpg\n",
      "7941 ./data//train_images/6373.png\n",
      "7941 done jpg\n",
      "7942 ./data//train_images/6758.png\n",
      "7942 done jpg\n",
      "7943 ./data//train_images/5863.png\n",
      "7943 done jpg\n",
      "7944 ./data//train_images/3269.png\n",
      "7944 done jpg\n",
      "7945 ./data//train_images/597.png\n",
      "7945 done jpg\n",
      "7946 ./data//train_images/7382.png\n",
      "7946 done jpg\n",
      "7947 ./data//train_images/1524.png\n",
      "7947 done jpg\n",
      "7948 ./data//train_images/8782.png\n",
      "7948 done jpg\n",
      "7949 ./data//train_images/1196.png\n",
      "7949 done jpg\n",
      "7950 ./data//train_images/9009.png\n",
      "7950 done jpg\n",
      "7951 ./data//train_images/4247.png\n",
      "7951 done jpg\n",
      "7952 ./data//train_images/5278.png\n",
      "7952 done jpg\n",
      "7953 ./data//train_images/612.png\n",
      "7953 done jpg\n",
      "7954 ./data//train_images/8762.png\n",
      "7954 done jpg\n",
      "7955 ./data//train_images/1588.png\n",
      "7955 done jpg\n",
      "7956 ./data//train_images/8692.png\n",
      "7956 done jpg\n",
      "7957 ./data//train_images/5306.png\n",
      "7957 done jpg\n",
      "7958 ./data//train_images/6461.png\n",
      "7958 done jpg\n",
      "7959 ./data//train_images/9091.png\n",
      "7959 done jpg\n",
      "7960 ./data//train_images/5322.png\n",
      "7960 done jpg\n",
      "7961 ./data//train_images/1897.png\n",
      "7961 done jpg\n",
      "7962 ./data//train_images/3529.png\n",
      "7962 done jpg\n",
      "7963 ./data//train_images/3943.png\n",
      "7963 done jpg\n",
      "7964 ./data//train_images/7766.png\n",
      "7964 done jpg\n",
      "7965 ./data//train_images/7629.png\n",
      "7965 done jpg\n",
      "7966 ./data//train_images/8611.png\n",
      "7966 done jpg\n",
      "7967 ./data//train_images/795.png\n",
      "7967 done jpg\n",
      "7968 ./data//train_images/1968.png\n",
      "7968 done jpg\n",
      "7969 ./data//train_images/3601.png\n",
      "7969 done jpg\n",
      "7970 ./data//train_images/1912.png\n",
      "7970 done jpg\n",
      "7971 ./data//train_images/178.png\n",
      "7971 done jpg\n",
      "7972 ./data//train_images/8569.png\n",
      "7972 done jpg\n",
      "7973 ./data//train_images/6339.png\n",
      "7973 done jpg\n",
      "7974 ./data//train_images/7315.png\n",
      "7974 done jpg\n",
      "7975 ./data//train_images/3239.png\n",
      "7975 done jpg\n",
      "7976 ./data//train_images/4633.png\n",
      "7976 done jpg\n",
      "7977 ./data//train_images/5750.png\n",
      "7977 done jpg\n",
      "7978 ./data//train_images/3130.png\n",
      "7978 done jpg\n",
      "7979 ./data//train_images/1110.png\n",
      "7979 done jpg\n",
      "7980 ./data//train_images/8258.png\n",
      "7980 done jpg\n",
      "7981 ./data//train_images/5844.png\n",
      "7981 done jpg\n",
      "7982 ./data//train_images/4294.png\n",
      "7982 done jpg\n",
      "7983 ./data//train_images/2326.png\n",
      "7983 done jpg\n",
      "7984 ./data//train_images/326.png\n",
      "7984 done jpg\n",
      "7985 ./data//train_images/6258.png\n",
      "7985 done jpg\n",
      "7986 ./data//train_images/1545.png\n",
      "7986 done jpg\n",
      "7987 ./data//train_images/4782.png\n",
      "7987 done jpg\n",
      "7988 ./data//train_images/3206.png\n",
      "7988 done jpg\n",
      "7989 ./data//train_images/1256.png\n",
      "7989 done jpg\n",
      "7990 ./data//train_images/9063.png\n",
      "7990 done jpg\n",
      "7991 ./data//train_images/6100.png\n",
      "7991 done jpg\n",
      "7992 ./data//train_images/2740.png\n",
      "7992 done jpg\n",
      "7993 ./data//train_images/10332.png\n",
      "7993 done jpg\n",
      "7994 ./data//train_images/4122.png\n",
      "7994 done jpg\n",
      "7995 ./data//train_images/608.png\n",
      "7995 done jpg\n",
      "7996 ./data//train_images/5418.png\n",
      "7996 done jpg\n",
      "7997 ./data//train_images/5060.png\n",
      "7997 done jpg\n",
      "7998 ./data//train_images/2368.png\n",
      "7998 done jpg\n",
      "7999 ./data//train_images/4785.png\n",
      "7999 done jpg\n",
      "8000 ./data//train_images/9045.png\n",
      "8000 done jpg\n",
      "8001 ./data//train_images/8233.png\n",
      "8001 done jpg\n",
      "8002 ./data//train_images/3976.png\n",
      "8002 done jpg\n",
      "8003 ./data//train_images/1139.png\n",
      "8003 done jpg\n",
      "8004 ./data//train_images/3444.png\n",
      "8004 done jpg\n",
      "8005 ./data//train_images/3462.png\n",
      "8005 done jpg\n",
      "8006 ./data//train_images/4796.png\n",
      "8006 done jpg\n",
      "8007 ./data//train_images/10421.png\n",
      "8007 done jpg\n",
      "8008 ./data//train_images/1794.png\n",
      "8008 done jpg\n",
      "8009 ./data//train_images/538.png\n",
      "8009 done jpg\n",
      "8010 ./data//train_images/8182.png\n",
      "8010 done jpg\n",
      "8011 ./data//train_images/8504.png\n",
      "8011 done jpg\n",
      "8012 ./data//train_images/2860.png\n",
      "8012 done jpg\n",
      "8013 ./data//train_images/3554.png\n",
      "8013 done jpg\n",
      "8014 ./data//train_images/994.png\n",
      "8014 done jpg\n",
      "8015 ./data//train_images/6987.png\n",
      "8015 done jpg\n",
      "8016 ./data//train_images/5000.png\n",
      "8016 done jpg\n",
      "8017 ./data//train_images/6729.png\n",
      "8017 done jpg\n",
      "8018 ./data//train_images/10060.png\n",
      "8018 done jpg\n",
      "8019 ./data//train_images/2081.png\n",
      "8019 done jpg\n",
      "8020 ./data//train_images/4477.png\n",
      "8020 done jpg\n",
      "8021 ./data//train_images/6492.png\n",
      "8021 done jpg\n",
      "8022 ./data//train_images/6969.png\n",
      "8022 done jpg\n",
      "8023 ./data//train_images/4597.png\n",
      "8023 done jpg\n",
      "8024 ./data//train_images/7738.png\n",
      "8024 done jpg\n",
      "8025 ./data//train_images/4427.png\n",
      "8025 done jpg\n",
      "8026 ./data//train_images/627.png\n",
      "8026 done jpg\n",
      "8027 ./data//train_images/1617.png\n",
      "8027 done jpg\n",
      "8028 ./data//train_images/3569.png\n",
      "8028 done jpg\n",
      "8029 ./data//train_images/5332.png\n",
      "8029 done jpg\n",
      "8030 ./data//train_images/900.png\n",
      "8030 done jpg\n",
      "8031 ./data//train_images/1039.png\n",
      "8031 done jpg\n",
      "8032 ./data//train_images/8902.png\n",
      "8032 done jpg\n",
      "8033 ./data//train_images/9411.png\n",
      "8033 done jpg\n",
      "8034 ./data//train_images/8171.png\n",
      "8034 done jpg\n",
      "8035 ./data//train_images/1766.png\n",
      "8035 done jpg\n",
      "8036 ./data//train_images/8056.png\n",
      "8036 done jpg\n",
      "8037 ./data//train_images/4819.png\n",
      "8037 done jpg\n",
      "8038 ./data//train_images/5810.png\n",
      "8038 done jpg\n",
      "8039 ./data//train_images/10132.png\n",
      "8039 done jpg\n",
      "8040 ./data//train_images/4334.png\n",
      "8040 done jpg\n",
      "8041 ./data//train_images/9280.png\n",
      "8041 done jpg\n",
      "8042 ./data//train_images/494.png\n",
      "8042 done jpg\n",
      "8043 ./data//train_images/370.png\n",
      "8043 done jpg\n",
      "8044 ./data//train_images/1377.png\n",
      "8044 done jpg\n",
      "8045 ./data//train_images/7937.png\n",
      "8045 done jpg\n",
      "8046 ./data//train_images/4772.png\n",
      "8046 done jpg\n",
      "8047 ./data//train_images/7197.png\n",
      "8047 done jpg\n",
      "8048 ./data//train_images/3067.png\n",
      "8048 done jpg\n",
      "8049 ./data//train_images/1623.png\n",
      "8049 done jpg\n",
      "8050 ./data//train_images/3816.png\n",
      "8050 done jpg\n",
      "8051 ./data//train_images/10151.png\n",
      "8051 done jpg\n",
      "8052 ./data//train_images/6596.png\n",
      "8052 done jpg\n",
      "8053 ./data//train_images/10168.png\n",
      "8053 done jpg\n",
      "8054 ./data//train_images/267.png\n",
      "8054 done jpg\n",
      "8055 ./data//train_images/3991.png\n",
      "8055 done jpg\n",
      "8056 ./data//train_images/8916.png\n",
      "8056 done jpg\n",
      "8057 ./data//train_images/4507.png\n",
      "8057 done jpg\n",
      "8058 ./data//train_images/5610.png\n",
      "8058 done jpg\n",
      "8059 ./data//train_images/1330.png\n",
      "8059 done jpg\n",
      "8060 ./data//train_images/1676.png\n",
      "8060 done jpg\n",
      "8061 ./data//train_images/7691.png\n",
      "8061 done jpg\n",
      "8062 ./data//train_images/492.png\n",
      "8062 done jpg\n",
      "8063 ./data//train_images/9675.png\n",
      "8063 done jpg\n",
      "8064 ./data//train_images/327.png\n",
      "8064 done jpg\n",
      "8065 ./data//train_images/1928.png\n",
      "8065 done jpg\n",
      "8066 ./data//train_images/2279.png\n",
      "8066 done jpg\n",
      "8067 ./data//train_images/263.png\n",
      "8067 done jpg\n",
      "8068 ./data//train_images/8814.png\n",
      "8068 done jpg\n",
      "8069 ./data//train_images/4918.png\n",
      "8069 done jpg\n",
      "8070 ./data//train_images/6824.png\n",
      "8070 done jpg\n",
      "8071 ./data//train_images/862.png\n",
      "8071 done jpg\n",
      "8072 ./data//train_images/7582.png\n",
      "8072 done jpg\n",
      "8073 ./data//train_images/1802.png\n",
      "8073 done jpg\n",
      "8074 ./data//train_images/7848.png\n",
      "8074 done jpg\n",
      "8075 ./data//train_images/7099.png\n",
      "8075 done jpg\n",
      "8076 ./data//train_images/6574.png\n",
      "8076 done jpg\n",
      "8077 ./data//train_images/3438.png\n",
      "8077 done jpg\n",
      "8078 ./data//train_images/3400.png\n",
      "8078 done jpg\n",
      "8079 ./data//train_images/2069.png\n",
      "8079 done jpg\n",
      "8080 ./data//train_images/9512.png\n",
      "8080 done jpg\n",
      "8081 ./data//train_images/3807.png\n",
      "8081 done jpg\n",
      "8082 ./data//train_images/7036.png\n",
      "8082 done jpg\n",
      "8083 ./data//train_images/4255.png\n",
      "8083 done jpg\n",
      "8084 ./data//train_images/2174.png\n",
      "8084 done jpg\n",
      "8085 ./data//train_images/4553.png\n",
      "8085 done jpg\n",
      "8086 ./data//train_images/8356.png\n",
      "8086 done jpg\n",
      "8087 ./data//train_images/6886.png\n",
      "8087 done jpg\n",
      "8088 ./data//train_images/1400.png\n",
      "8088 done jpg\n",
      "8089 ./data//train_images/6366.png\n",
      "8089 done jpg\n",
      "8090 ./data//train_images/8078.png\n",
      "8090 done jpg\n",
      "8091 ./data//train_images/1232.png\n",
      "8091 done jpg\n",
      "8092 ./data//train_images/8652.png\n",
      "8092 done jpg\n",
      "8093 ./data//train_images/6281.png\n",
      "8093 done jpg\n",
      "8094 ./data//train_images/2017.png\n",
      "8094 done jpg\n",
      "8095 ./data//train_images/4036.png\n",
      "8095 done jpg\n",
      "8096 ./data//train_images/5411.png\n",
      "8096 done jpg\n",
      "8097 ./data//train_images/10095.png\n",
      "8097 done jpg\n",
      "8098 ./data//train_images/3583.png\n",
      "8098 done jpg\n",
      "8099 ./data//train_images/6657.png\n",
      "8099 done jpg\n",
      "8100 ./data//train_images/5978.png\n",
      "8100 done jpg\n",
      "8101 ./data//train_images/7829.png\n",
      "8101 done jpg\n",
      "8102 ./data//train_images/1312.png\n",
      "8102 done jpg\n",
      "8103 ./data//train_images/9210.png\n",
      "8103 done jpg\n",
      "8104 ./data//train_images/4490.png\n",
      "8104 done jpg\n",
      "8105 ./data//train_images/7086.png\n",
      "8105 done jpg\n",
      "8106 ./data//train_images/2765.png\n",
      "8106 done jpg\n",
      "8107 ./data//train_images/4147.png\n",
      "8107 done jpg\n",
      "8108 ./data//train_images/7701.png\n",
      "8108 done jpg\n",
      "8109 ./data//train_images/9240.png\n",
      "8109 done jpg\n",
      "8110 ./data//train_images/3234.png\n",
      "8110 done jpg\n",
      "8111 ./data//train_images/10090.png\n",
      "8111 done jpg\n",
      "8112 ./data//train_images/6998.png\n",
      "8112 done jpg\n",
      "8113 ./data//train_images/9505.png\n",
      "8113 done jpg\n",
      "8114 ./data//train_images/731.png\n",
      "8114 done jpg\n",
      "8115 ./data//train_images/8018.png\n",
      "8115 done jpg\n",
      "8116 ./data//train_images/4472.png\n",
      "8116 done jpg\n",
      "8117 ./data//train_images/3012.png\n",
      "8117 done jpg\n",
      "8118 ./data//train_images/3600.png\n",
      "8118 done jpg\n",
      "8119 ./data//train_images/422.png\n",
      "8119 done jpg\n",
      "8120 ./data//train_images/7298.png\n",
      "8120 done jpg\n",
      "8121 ./data//train_images/6707.png\n",
      "8121 done jpg\n",
      "8122 ./data//train_images/9760.png\n",
      "8122 done jpg\n",
      "8123 ./data//train_images/6033.png\n",
      "8123 done jpg\n",
      "8124 ./data//train_images/6626.png\n",
      "8124 done jpg\n",
      "8125 ./data//train_images/6930.png\n",
      "8125 done jpg\n",
      "8126 ./data//train_images/9688.png\n",
      "8126 done jpg\n",
      "8127 ./data//train_images/1856.png\n",
      "8127 done jpg\n",
      "8128 ./data//train_images/3840.png\n",
      "8128 done jpg\n",
      "8129 ./data//train_images/6125.png\n",
      "8129 done jpg\n",
      "8130 ./data//train_images/10097.png\n",
      "8130 done jpg\n",
      "8131 ./data//train_images/9627.png\n",
      "8131 done jpg\n",
      "8132 ./data//train_images/10089.png\n",
      "8132 done jpg\n",
      "8133 ./data//train_images/4191.png\n",
      "8133 done jpg\n",
      "8134 ./data//train_images/1348.png\n",
      "8134 done jpg\n",
      "8135 ./data//train_images/1529.png\n",
      "8135 done jpg\n",
      "8136 ./data//train_images/8727.png\n",
      "8136 done jpg\n",
      "8137 ./data//train_images/5667.png\n",
      "8137 done jpg\n",
      "8138 ./data//train_images/6949.png\n",
      "8138 done jpg\n",
      "8139 ./data//train_images/6918.png\n",
      "8139 done jpg\n",
      "8140 ./data//train_images/1541.png\n",
      "8140 done jpg\n",
      "8141 ./data//train_images/9182.png\n",
      "8141 done jpg\n",
      "8142 ./data//train_images/4557.png\n",
      "8142 done jpg\n",
      "8143 ./data//train_images/6232.png\n",
      "8143 done jpg\n",
      "8144 ./data//train_images/6764.png\n",
      "8144 done jpg\n",
      "8145 ./data//train_images/1297.png\n",
      "8145 done jpg\n",
      "8146 ./data//train_images/425.png\n",
      "8146 done jpg\n",
      "8147 ./data//train_images/8835.png\n",
      "8147 done jpg\n",
      "8148 ./data//train_images/3086.png\n",
      "8148 done jpg\n",
      "8149 ./data//train_images/9981.png\n",
      "8149 done jpg\n",
      "8150 ./data//train_images/5835.png\n",
      "8150 done jpg\n",
      "8151 ./data//train_images/1476.png\n",
      "8151 done jpg\n",
      "8152 ./data//train_images/356.png\n",
      "8152 done jpg\n",
      "8153 ./data//train_images/417.png\n",
      "8153 done jpg\n",
      "8154 ./data//train_images/7348.png\n",
      "8154 done jpg\n",
      "8155 ./data//train_images/4410.png\n",
      "8155 done jpg\n",
      "8156 ./data//train_images/2248.png\n",
      "8156 done jpg\n",
      "8157 ./data//train_images/8656.png\n",
      "8157 done jpg\n",
      "8158 ./data//train_images/6742.png\n",
      "8158 done jpg\n",
      "8159 ./data//train_images/7796.png\n",
      "8159 done jpg\n",
      "8160 ./data//train_images/1720.png\n",
      "8160 done jpg\n",
      "8161 ./data//train_images/2904.png\n",
      "8161 done jpg\n",
      "8162 ./data//train_images/2927.png\n",
      "8162 done jpg\n",
      "8163 ./data//train_images/8986.png\n",
      "8163 done jpg\n",
      "8164 ./data//train_images/1613.png\n",
      "8164 done jpg\n",
      "8165 ./data//train_images/2250.png\n",
      "8165 done jpg\n",
      "8166 ./data//train_images/2894.png\n",
      "8166 done jpg\n",
      "8167 ./data//train_images/1164.png\n",
      "8167 done jpg\n",
      "8168 ./data//train_images/1354.png\n",
      "8168 done jpg\n",
      "8169 ./data//train_images/6154.png\n",
      "8169 done jpg\n",
      "8170 ./data//train_images/8435.png\n",
      "8170 done jpg\n",
      "8171 ./data//train_images/5184.png\n",
      "8171 done jpg\n",
      "8172 ./data//train_images/253.png\n",
      "8172 done jpg\n",
      "8173 ./data//train_images/606.png\n",
      "8173 done jpg\n",
      "8174 ./data//train_images/3196.png\n",
      "8174 done jpg\n",
      "8175 ./data//train_images/3538.png\n",
      "8175 done jpg\n",
      "8176 ./data//train_images/1815.png\n",
      "8176 done jpg\n",
      "8177 ./data//train_images/2391.png\n",
      "8177 done jpg\n",
      "8178 ./data//train_images/2365.png\n",
      "8178 done jpg\n",
      "8179 ./data//train_images/4123.png\n",
      "8179 done jpg\n",
      "8180 ./data//train_images/4841.png\n",
      "8180 done jpg\n",
      "8181 ./data//train_images/8129.png\n",
      "8181 done jpg\n",
      "8182 ./data//train_images/4721.png\n",
      "8182 done jpg\n",
      "8183 ./data//train_images/587.png\n",
      "8183 done jpg\n",
      "8184 ./data//train_images/1947.png\n",
      "8184 done jpg\n",
      "8185 ./data//train_images/2921.png\n",
      "8185 done jpg\n",
      "8186 ./data//train_images/2479.png\n",
      "8186 done jpg\n",
      "8187 ./data//train_images/5687.png\n",
      "8187 done jpg\n",
      "8188 ./data//train_images/6018.png\n",
      "8188 done jpg\n",
      "8189 ./data//train_images/5511.png\n",
      "8189 done jpg\n",
      "8190 ./data//train_images/9548.png\n",
      "8190 done jpg\n",
      "8191 ./data//train_images/4697.png\n",
      "8191 done jpg\n",
      "8192 ./data//train_images/47.png\n",
      "8192 done jpg\n",
      "8193 ./data//train_images/7941.png\n",
      "8193 done jpg\n",
      "8194 ./data//train_images/8891.png\n",
      "8194 done jpg\n",
      "8195 ./data//train_images/8883.png\n",
      "8195 done jpg\n",
      "8196 ./data//train_images/4791.png\n",
      "8196 done jpg\n",
      "8197 ./data//train_images/4629.png\n",
      "8197 done jpg\n",
      "8198 ./data//train_images/351.png\n",
      "8198 done jpg\n",
      "8199 ./data//train_images/2046.png\n",
      "8199 done jpg\n",
      "8200 ./data//train_images/3008.png\n",
      "8200 done jpg\n",
      "8201 ./data//train_images/5824.png\n",
      "8201 done jpg\n",
      "8202 ./data//train_images/6096.png\n",
      "8202 done jpg\n",
      "8203 ./data//train_images/135.png\n",
      "8203 done jpg\n",
      "8204 ./data//train_images/6863.png\n",
      "8204 done jpg\n",
      "8205 ./data//train_images/5526.png\n",
      "8205 done jpg\n",
      "8206 ./data//train_images/9566.png\n",
      "8206 done jpg\n",
      "8207 ./data//train_images/7695.png\n",
      "8207 done jpg\n",
      "8208 ./data//train_images/5989.png\n",
      "8208 done jpg\n",
      "8209 ./data//train_images/9997.png\n",
      "8209 done jpg\n",
      "8210 ./data//train_images/4176.png\n",
      "8210 done jpg\n",
      "8211 ./data//train_images/9854.png\n",
      "8211 done jpg\n",
      "8212 ./data//train_images/213.png\n",
      "8212 done jpg\n",
      "8213 ./data//train_images/810.png\n",
      "8213 done jpg\n",
      "8214 ./data//train_images/6598.png\n",
      "8214 done jpg\n",
      "8215 ./data//train_images/1672.png\n",
      "8215 done jpg\n",
      "8216 ./data//train_images/1352.png\n",
      "8216 done jpg\n",
      "8217 ./data//train_images/2453.png\n",
      "8217 done jpg\n",
      "8218 ./data//train_images/8103.png\n",
      "8218 done jpg\n",
      "8219 ./data//train_images/6541.png\n",
      "8219 done jpg\n",
      "8220 ./data//train_images/2736.png\n",
      "8220 done jpg\n",
      "8221 ./data//train_images/2872.png\n",
      "8221 done jpg\n",
      "8222 ./data//train_images/8708.png\n",
      "8222 done jpg\n",
      "8223 ./data//train_images/1738.png\n",
      "8223 done jpg\n",
      "8224 ./data//train_images/7244.png\n",
      "8224 done jpg\n",
      "8225 ./data//train_images/478.png\n",
      "8225 done jpg\n",
      "8226 ./data//train_images/3306.png\n",
      "8226 done jpg\n",
      "8227 ./data//train_images/956.png\n",
      "8227 done jpg\n",
      "8228 ./data//train_images/7781.png\n",
      "8228 done jpg\n",
      "8229 ./data//train_images/6487.png\n",
      "8229 done jpg\n",
      "8230 ./data//train_images/1262.png\n",
      "8230 done jpg\n",
      "8231 ./data//train_images/2532.png\n",
      "8231 done jpg\n",
      "8232 ./data//train_images/10360.png\n",
      "8232 done jpg\n",
      "8233 ./data//train_images/8610.png\n",
      "8233 done jpg\n",
      "8234 ./data//train_images/332.png\n",
      "8234 done jpg\n",
      "8235 ./data//train_images/3973.png\n",
      "8235 done jpg\n",
      "8236 ./data//train_images/7501.png\n",
      "8236 done jpg\n",
      "8237 ./data//train_images/4280.png\n",
      "8237 done jpg\n",
      "8238 ./data//train_images/3888.png\n",
      "8238 done jpg\n",
      "8239 ./data//train_images/8227.png\n",
      "8239 done jpg\n",
      "8240 ./data//train_images/10144.png\n",
      "8240 done jpg\n",
      "8241 ./data//train_images/1653.png\n",
      "8241 done jpg\n",
      "8242 ./data//train_images/7316.png\n",
      "8242 done jpg\n",
      "8243 ./data//train_images/10521.png\n",
      "8243 done jpg\n",
      "8244 ./data//train_images/4834.png\n",
      "8244 done jpg\n",
      "8245 ./data//train_images/9474.png\n",
      "8245 done jpg\n",
      "8246 ./data//train_images/1810.png\n",
      "8246 done jpg\n",
      "8247 ./data//train_images/3641.png\n",
      "8247 done jpg\n",
      "8248 ./data//train_images/6123.png\n",
      "8248 done jpg\n",
      "8249 ./data//train_images/1406.png\n",
      "8249 done jpg\n",
      "8250 ./data//train_images/8246.png\n",
      "8250 done jpg\n",
      "8251 ./data//train_images/1135.png\n",
      "8251 done jpg\n",
      "8252 ./data//train_images/5175.png\n",
      "8252 done jpg\n",
      "8253 ./data//train_images/4519.png\n",
      "8253 done jpg\n",
      "8254 ./data//train_images/3034.png\n",
      "8254 done jpg\n",
      "8255 ./data//train_images/7924.png\n",
      "8255 done jpg\n",
      "8256 ./data//train_images/8068.png\n",
      "8256 done jpg\n",
      "8257 ./data//train_images/7102.png\n",
      "8257 done jpg\n",
      "8258 ./data//train_images/894.png\n",
      "8258 done jpg\n",
      "8259 ./data//train_images/2609.png\n",
      "8259 done jpg\n",
      "8260 ./data//train_images/1650.png\n",
      "8260 done jpg\n",
      "8261 ./data//train_images/8430.png\n",
      "8261 done jpg\n",
      "8262 ./data//train_images/8773.png\n",
      "8262 done jpg\n",
      "8263 ./data//train_images/6038.png\n",
      "8263 done jpg\n",
      "8264 ./data//train_images/3380.png\n",
      "8264 done jpg\n",
      "8265 ./data//train_images/6037.png\n",
      "8265 done jpg\n",
      "8266 ./data//train_images/9907.png\n",
      "8266 done jpg\n",
      "8267 ./data//train_images/1060.png\n",
      "8267 done jpg\n",
      "8268 ./data//train_images/9519.png\n",
      "8268 done jpg\n",
      "8269 ./data//train_images/8350.png\n",
      "8269 done jpg\n",
      "8270 ./data//train_images/4150.png\n",
      "8270 done jpg\n",
      "8271 ./data//train_images/7638.png\n",
      "8271 done jpg\n",
      "8272 ./data//train_images/3530.png\n",
      "8272 done jpg\n",
      "8273 ./data//train_images/4622.png\n",
      "8273 done jpg\n",
      "8274 ./data//train_images/9355.png\n",
      "8274 done jpg\n",
      "8275 ./data//train_images/8635.png\n",
      "8275 done jpg\n",
      "8276 ./data//train_images/9895.png\n",
      "8276 done jpg\n",
      "8277 ./data//train_images/10093.png\n",
      "8277 done jpg\n",
      "8278 ./data//train_images/4601.png\n",
      "8278 done jpg\n",
      "8279 ./data//train_images/1301.png\n",
      "8279 done jpg\n",
      "8280 ./data//train_images/9663.png\n",
      "8280 done jpg\n",
      "8281 ./data//train_images/5518.png\n",
      "8281 done jpg\n",
      "8282 ./data//train_images/5751.png\n",
      "8282 done jpg\n",
      "8283 ./data//train_images/9747.png\n",
      "8283 done jpg\n",
      "8284 ./data//train_images/7276.png\n",
      "8284 done jpg\n",
      "8285 ./data//train_images/2847.png\n",
      "8285 done jpg\n",
      "8286 ./data//train_images/9023.png\n",
      "8286 done jpg\n",
      "8287 ./data//train_images/5955.png\n",
      "8287 done jpg\n",
      "8288 ./data//train_images/8271.png\n",
      "8288 done jpg\n",
      "8289 ./data//train_images/1775.png\n",
      "8289 done jpg\n",
      "8290 ./data//train_images/9869.png\n",
      "8290 done jpg\n",
      "8291 ./data//train_images/5282.png\n",
      "8291 done jpg\n",
      "8292 ./data//train_images/3707.png\n",
      "8292 done jpg\n",
      "8293 ./data//train_images/649.png\n",
      "8293 done jpg\n",
      "8294 ./data//train_images/3532.png\n",
      "8294 done jpg\n",
      "8295 ./data//train_images/5669.png\n",
      "8295 done jpg\n",
      "8296 ./data//train_images/663.png\n",
      "8296 done jpg\n",
      "8297 ./data//train_images/2782.png\n",
      "8297 done jpg\n",
      "8298 ./data//train_images/8947.png\n",
      "8298 done jpg\n",
      "8299 ./data//train_images/2697.png\n",
      "8299 done jpg\n",
      "8300 ./data//train_images/7357.png\n",
      "8300 done jpg\n",
      "8301 ./data//train_images/1800.png\n",
      "8301 done jpg\n",
      "8302 ./data//train_images/3057.png\n",
      "8302 done jpg\n",
      "8303 ./data//train_images/7839.png\n",
      "8303 done jpg\n",
      "8304 ./data//train_images/5655.png\n",
      "8304 done jpg\n",
      "8305 ./data//train_images/2531.png\n",
      "8305 done jpg\n",
      "8306 ./data//train_images/6645.png\n",
      "8306 done jpg\n",
      "8307 ./data//train_images/6954.png\n",
      "8307 done jpg\n",
      "8308 ./data//train_images/8116.png\n",
      "8308 done jpg\n",
      "8309 ./data//train_images/9804.png\n",
      "8309 done jpg\n",
      "8310 ./data//train_images/8470.png\n",
      "8310 done jpg\n",
      "8311 ./data//train_images/7249.png\n",
      "8311 done jpg\n",
      "8312 ./data//train_images/5729.png\n",
      "8312 done jpg\n",
      "8313 ./data//train_images/9489.png\n",
      "8313 done jpg\n",
      "8314 ./data//train_images/3887.png\n",
      "8314 done jpg\n",
      "8315 ./data//train_images/3362.png\n",
      "8315 done jpg\n",
      "8316 ./data//train_images/8678.png\n",
      "8316 done jpg\n",
      "8317 ./data//train_images/5834.png\n",
      "8317 done jpg\n",
      "8318 ./data//train_images/8764.png\n",
      "8318 done jpg\n",
      "8319 ./data//train_images/5605.png\n",
      "8319 done jpg\n",
      "8320 ./data//train_images/2399.png\n",
      "8320 done jpg\n",
      "8321 ./data//train_images/9232.png\n",
      "8321 done jpg\n",
      "8322 ./data//train_images/4394.png\n",
      "8322 done jpg\n",
      "8323 ./data//train_images/5027.png\n",
      "8323 done jpg\n",
      "8324 ./data//train_images/5689.png\n",
      "8324 done jpg\n",
      "8325 ./data//train_images/1269.png\n",
      "8325 done jpg\n",
      "8326 ./data//train_images/457.png\n",
      "8326 done jpg\n",
      "8327 ./data//train_images/10350.png\n",
      "8327 done jpg\n",
      "8328 ./data//train_images/8992.png\n",
      "8328 done jpg\n",
      "8329 ./data//train_images/5193.png\n",
      "8329 done jpg\n",
      "8330 ./data//train_images/9185.png\n",
      "8330 done jpg\n",
      "8331 ./data//train_images/7022.png\n",
      "8331 done jpg\n",
      "8332 ./data//train_images/8232.png\n",
      "8332 done jpg\n",
      "8333 ./data//train_images/6560.png\n",
      "8333 done jpg\n",
      "8334 ./data//train_images/1049.png\n",
      "8334 done jpg\n",
      "8335 ./data//train_images/6722.png\n",
      "8335 done jpg\n",
      "8336 ./data//train_images/5125.png\n",
      "8336 done jpg\n",
      "8337 ./data//train_images/897.png\n",
      "8337 done jpg\n",
      "8338 ./data//train_images/6892.png\n",
      "8338 done jpg\n",
      "8339 ./data//train_images/6736.png\n",
      "8339 done jpg\n",
      "8340 ./data//train_images/1989.png\n",
      "8340 done jpg\n",
      "8341 ./data//train_images/6357.png\n",
      "8341 done jpg\n",
      "8342 ./data//train_images/8998.png\n",
      "8342 done jpg\n",
      "8343 ./data//train_images/6996.png\n",
      "8343 done jpg\n",
      "8344 ./data//train_images/938.png\n",
      "8344 done jpg\n",
      "8345 ./data//train_images/10251.png\n",
      "8345 done jpg\n",
      "8346 ./data//train_images/8741.png\n",
      "8346 done jpg\n",
      "8347 ./data//train_images/3564.png\n",
      "8347 done jpg\n",
      "8348 ./data//train_images/4161.png\n",
      "8348 done jpg\n",
      "8349 ./data//train_images/1741.png\n",
      "8349 done jpg\n",
      "8350 ./data//train_images/10526.png\n",
      "8350 done jpg\n",
      "8351 ./data//train_images/4321.png\n",
      "8351 done jpg\n",
      "8352 ./data//train_images/2336.png\n",
      "8352 done jpg\n",
      "8353 ./data//train_images/9650.png\n",
      "8353 done jpg\n",
      "8354 ./data//train_images/75.png\n",
      "8354 done jpg\n",
      "8355 ./data//train_images/10259.png\n",
      "8355 done jpg\n",
      "8356 ./data//train_images/2271.png\n",
      "8356 done jpg\n",
      "8357 ./data//train_images/400.png\n",
      "8357 done jpg\n",
      "8358 ./data//train_images/1413.png\n",
      "8358 done jpg\n",
      "8359 ./data//train_images/1134.png\n",
      "8359 done jpg\n",
      "8360 ./data//train_images/5969.png\n",
      "8360 done jpg\n",
      "8361 ./data//train_images/9651.png\n",
      "8361 done jpg\n",
      "8362 ./data//train_images/5858.png\n",
      "8362 done jpg\n",
      "8363 ./data//train_images/6265.png\n",
      "8363 done jpg\n",
      "8364 ./data//train_images/10485.png\n",
      "8364 done jpg\n",
      "8365 ./data//train_images/1051.png\n",
      "8365 done jpg\n",
      "8366 ./data//train_images/2318.png\n",
      "8366 done jpg\n",
      "8367 ./data//train_images/7917.png\n",
      "8367 done jpg\n",
      "8368 ./data//train_images/4053.png\n",
      "8368 done jpg\n",
      "8369 ./data//train_images/6404.png\n",
      "8369 done jpg\n",
      "8370 ./data//train_images/8034.png\n",
      "8370 done jpg\n",
      "8371 ./data//train_images/4812.png\n",
      "8371 done jpg\n",
      "8372 ./data//train_images/9068.png\n",
      "8372 done jpg\n",
      "8373 ./data//train_images/670.png\n",
      "8373 done jpg\n",
      "8374 ./data//train_images/2382.png\n",
      "8374 done jpg\n",
      "8375 ./data//train_images/5357.png\n",
      "8375 done jpg\n",
      "8376 ./data//train_images/9364.png\n",
      "8376 done jpg\n",
      "8377 ./data//train_images/8489.png\n",
      "8377 done jpg\n",
      "8378 ./data//train_images/6091.png\n",
      "8378 done jpg\n",
      "8379 ./data//train_images/7853.png\n",
      "8379 done jpg\n",
      "8380 ./data//train_images/440.png\n",
      "8380 done jpg\n",
      "8381 ./data//train_images/9020.png\n",
      "8381 done jpg\n",
      "8382 ./data//train_images/5842.png\n",
      "8382 done jpg\n",
      "8383 ./data//train_images/5619.png\n",
      "8383 done jpg\n",
      "8384 ./data//train_images/8404.png\n",
      "8384 done jpg\n",
      "8385 ./data//train_images/242.png\n",
      "8385 done jpg\n",
      "8386 ./data//train_images/6030.png\n",
      "8386 done jpg\n",
      "8387 ./data//train_images/9005.png\n",
      "8387 done jpg\n",
      "8388 ./data//train_images/654.png\n",
      "8388 done jpg\n",
      "8389 ./data//train_images/3934.png\n",
      "8389 done jpg\n",
      "8390 ./data//train_images/2824.png\n",
      "8390 done jpg\n",
      "8391 ./data//train_images/4329.png\n",
      "8391 done jpg\n",
      "8392 ./data//train_images/7681.png\n",
      "8392 done jpg\n",
      "8393 ./data//train_images/2181.png\n",
      "8393 done jpg\n",
      "8394 ./data//train_images/6981.png\n",
      "8394 done jpg\n",
      "8395 ./data//train_images/4071.png\n",
      "8395 done jpg\n",
      "8396 ./data//train_images/7229.png\n",
      "8396 done jpg\n",
      "8397 ./data//train_images/5380.png\n",
      "8397 done jpg\n",
      "8398 ./data//train_images/724.png\n",
      "8398 done jpg\n",
      "8399 ./data//train_images/2859.png\n",
      "8399 done jpg\n",
      "8400 ./data//train_images/1195.png\n",
      "8400 done jpg\n",
      "8401 ./data//train_images/4371.png\n",
      "8401 done jpg\n",
      "8402 ./data//train_images/4527.png\n",
      "8402 done jpg\n",
      "8403 ./data//train_images/6112.png\n",
      "8403 done jpg\n",
      "8404 ./data//train_images/999.png\n",
      "8404 done jpg\n",
      "8405 ./data//train_images/399.png\n",
      "8405 done jpg\n",
      "8406 ./data//train_images/247.png\n",
      "8406 done jpg\n",
      "8407 ./data//train_images/9721.png\n",
      "8407 done jpg\n",
      "8408 ./data//train_images/2226.png\n",
      "8408 done jpg\n",
      "8409 ./data//train_images/2829.png\n",
      "8409 done jpg\n",
      "8410 ./data//train_images/7282.png\n",
      "8410 done jpg\n",
      "8411 ./data//train_images/2014.png\n",
      "8411 done jpg\n",
      "8412 ./data//train_images/165.png\n",
      "8412 done jpg\n",
      "8413 ./data//train_images/826.png\n",
      "8413 done jpg\n",
      "8414 ./data//train_images/7898.png\n",
      "8414 done jpg\n",
      "8415 ./data//train_images/375.png\n",
      "8415 done jpg\n",
      "8416 ./data//train_images/1506.png\n",
      "8416 done jpg\n",
      "8417 ./data//train_images/5663.png\n",
      "8417 done jpg\n",
      "8418 ./data//train_images/814.png\n",
      "8418 done jpg\n",
      "8419 ./data//train_images/6595.png\n",
      "8419 done jpg\n",
      "8420 ./data//train_images/768.png\n",
      "8420 done jpg\n",
      "8421 ./data//train_images/6220.png\n",
      "8421 done jpg\n",
      "8422 ./data//train_images/7585.png\n",
      "8422 done jpg\n",
      "8423 ./data//train_images/7491.png\n",
      "8423 done jpg\n",
      "8424 ./data//train_images/9350.png\n",
      "8424 done jpg\n",
      "8425 ./data//train_images/10556.png\n",
      "8425 done jpg\n",
      "8426 ./data//train_images/5597.png\n",
      "8426 done jpg\n",
      "8427 ./data//train_images/9039.png\n",
      "8427 done jpg\n",
      "8428 ./data//train_images/10309.png\n",
      "8428 done jpg\n",
      "8429 ./data//train_images/9481.png\n",
      "8429 done jpg\n",
      "8430 ./data//train_images/9312.png\n",
      "8430 done jpg\n",
      "8431 ./data//train_images/4363.png\n",
      "8431 done jpg\n",
      "8432 ./data//train_images/2397.png\n",
      "8432 done jpg\n",
      "8433 ./data//train_images/2628.png\n",
      "8433 done jpg\n",
      "8434 ./data//train_images/5352.png\n",
      "8434 done jpg\n",
      "8435 ./data//train_images/2215.png\n",
      "8435 done jpg\n",
      "8436 ./data//train_images/7775.png\n",
      "8436 done jpg\n",
      "8437 ./data//train_images/2726.png\n",
      "8437 done jpg\n",
      "8438 ./data//train_images/908.png\n",
      "8438 done jpg\n",
      "8439 ./data//train_images/3833.png\n",
      "8439 done jpg\n",
      "8440 ./data//train_images/1296.png\n",
      "8440 done jpg\n",
      "8441 ./data//train_images/1571.png\n",
      "8441 done jpg\n",
      "8442 ./data//train_images/3442.png\n",
      "8442 done jpg\n",
      "8443 ./data//train_images/2423.png\n",
      "8443 done jpg\n",
      "8444 ./data//train_images/3152.png\n",
      "8444 done jpg\n",
      "8445 ./data//train_images/3616.png\n",
      "8445 done jpg\n",
      "8446 ./data//train_images/6522.png\n",
      "8446 done jpg\n",
      "8447 ./data//train_images/10264.png\n",
      "8447 done jpg\n",
      "8448 ./data//train_images/1553.png\n",
      "8448 done jpg\n",
      "8449 ./data//train_images/34.png\n",
      "8449 done jpg\n",
      "8450 ./data//train_images/9243.png\n",
      "8450 done jpg\n",
      "8451 ./data//train_images/2105.png\n",
      "8451 done jpg\n",
      "8452 ./data//train_images/9018.png\n",
      "8452 done jpg\n",
      "8453 ./data//train_images/2223.png\n",
      "8453 done jpg\n",
      "8454 ./data//train_images/9856.png\n",
      "8454 done jpg\n",
      "8455 ./data//train_images/6418.png\n",
      "8455 done jpg\n",
      "8456 ./data//train_images/446.png\n",
      "8456 done jpg\n",
      "8457 ./data//train_images/7000.png\n",
      "8457 done jpg\n",
      "8458 ./data//train_images/4840.png\n",
      "8458 done jpg\n",
      "8459 ./data//train_images/465.png\n",
      "8459 done jpg\n",
      "8460 ./data//train_images/9424.png\n",
      "8460 done jpg\n",
      "8461 ./data//train_images/3525.png\n",
      "8461 done jpg\n",
      "8462 ./data//train_images/6428.png\n",
      "8462 done jpg\n",
      "8463 ./data//train_images/1749.png\n",
      "8463 done jpg\n",
      "8464 ./data//train_images/9565.png\n",
      "8464 done jpg\n",
      "8465 ./data//train_images/214.png\n",
      "8465 done jpg\n",
      "8466 ./data//train_images/7422.png\n",
      "8466 done jpg\n",
      "8467 ./data//train_images/6942.png\n",
      "8467 done jpg\n",
      "8468 ./data//train_images/5846.png\n",
      "8468 done jpg\n"
     ]
    }
   ],
   "source": [
    "#非常慢\n",
    "feature = tf.constant([], shape= [0,*FIG_SIZE,3],dtype='float32')\n",
    "count = []# 不可以写成 tf.float64?\n",
    "for i in range(train.shape[0]):\n",
    "    # 如果没有图片，就补充一个1，FIG_SIZE,3形状的全零张量\n",
    "    if i in train.loc[train.picture_lists.isna()].index:\n",
    "        zero_tensor= tf.zeros([1,*FIG_SIZE,3])\n",
    "        feature= tf.concat((feature,zero_tensor),axis = 0)\n",
    "        print(train.loc[i,'picture_lists'])\n",
    "        print(i,'done zero')\n",
    "        count.append(i)\n",
    "    else:\n",
    "        # 如果有图片，只取第一张图片进行处理\n",
    "        first_image_name = train.loc[i,'picture_lists'].split('\\t')[0]\n",
    "        first_image_path = train_images_dir + first_image_name\n",
    "        try:\n",
    "            print(i,first_image_path)\n",
    "            tf_tensor = load_and_preprocess_image(first_image_path, FIG_SIZE)\n",
    "            tf_tensor= tf.reshape(tf_tensor,[1,*FIG_SIZE, 3])\n",
    "            feature= tf.concat((feature,tf_tensor),axis = 0)\n",
    "            print(i,'done jpg')\n",
    "            count.append(i)\n",
    "        except:\n",
    "            feature= tf.concat((feature,zero_tensor),axis = 0)\n",
    "            print(i,first_image_path)\n",
    "            print(i,'done other')\n",
    "            count.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('./data/train_image_feature.npy', feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 ./data//train_images/4857.png\n",
      "1 ./data//train_images/7956.png\n",
      "2 ./data//train_images/4773.png\n",
      "3 ./data//train_images/9418.png\n",
      "4 ./data//train_images/2308.png\n",
      "5 ./data//train_images/9388.png\n",
      "6 ./data//train_images/4764.png\n",
      "7 ./data//train_images/8091.png\n",
      "8 ./data//train_images/3788.png\n",
      "9 ./data//train_images/4174.png\n",
      "10 ./data//train_images/10351.png\n",
      "11 ./data//train_images/3872.png\n",
      "12 ./data//train_images/1149.png\n",
      "13 ./data//train_images/4793.png\n",
      "14 ./data//train_images/7127.png\n",
      "15 ./data//train_images/4124.png\n",
      "16 ./data//train_images/240.png\n",
      "17 ./data//train_images/7417.png\n",
      "18 ./data//train_images/10372.png\n",
      "19 ./data//train_images/336.png\n",
      "20 ./data//train_images/8523.png\n",
      "21 ./data//train_images/2064.png\n",
      "22 ./data//train_images/4233.png\n",
      "23 ./data//train_images/467.png\n",
      "24 ./data//train_images/5132.png\n",
      "25 ./data//train_images/5914.png\n",
      "26 ./data//train_images/5553.png\n",
      "27 ./data//train_images/3783.png\n",
      "28 ./data//train_images/10527.png\n",
      "29 ./data//train_images/8695.png\n",
      "30 ./data//train_images/10155.png\n",
      "31 ./data//train_images/8774.png\n",
      "32 ./data//train_images/1813.png\n",
      "33 ./data//train_images/6858.png\n",
      "34 ./data//train_images/6143.png\n",
      "35 ./data//train_images/4544.png\n",
      "36 ./data//train_images/2988.png\n",
      "37 ./data//train_images/220.png\n",
      "38 ./data//train_images/7649.png\n",
      "39 ./data//train_images/8787.png\n",
      "40 ./data//train_images/8086.png\n",
      "41 ./data//train_images/4167.png\n",
      "42 ./data//train_images/7095.png\n",
      "43 ./data//train_images/6539.png\n",
      "44 ./data//train_images/4926.png\n",
      "45 ./data//train_images/1412.png\n",
      "46 ./data//train_images/1138.png\n",
      "47 ./data//train_images/6844.png\n",
      "48 ./data//train_images/5493.png\n",
      "49 ./data//train_images/842.png\n",
      "50 ./data//train_images/2715.png\n",
      "51 ./data//train_images/2651.png\n",
      "52 ./data//train_images/4520.png\n",
      "53 ./data//train_images/6540.png\n",
      "54 ./data//train_images/1208.png\n",
      "55 ./data//train_images/4263.png\n",
      "56 ./data//train_images/4079.png\n",
      "57 ./data//train_images/4168.png\n",
      "58 ./data//train_images/2476.png\n",
      "59 ./data//train_images/1580.png\n",
      "60 ./data//train_images/8077.png\n",
      "61 ./data//train_images/3999.png\n",
      "62 ./data//train_images/7589.png\n",
      "63 ./data//train_images/1215.png\n",
      "64 ./data//train_images/5607.png\n",
      "65 ./data//train_images/4501.png\n",
      "66 ./data//train_images/2837.png\n",
      "67 ./data//train_images/9599.png\n",
      "68 ./data//train_images/5430.png\n",
      "69 ./data//train_images/2379.png\n",
      "70 ./data//train_images/7877.png\n",
      "71 ./data//train_images/5215.png\n",
      "72 ./data//train_images/10145.png\n",
      "73 ./data//train_images/850.png\n",
      "74 ./data//train_images/770.png\n",
      "75 ./data//train_images/3079.png\n",
      "76 ./data//train_images/7519.png\n",
      "77 ./data//train_images/4157.png\n",
      "78 ./data//train_images/293.png\n",
      "79 ./data//train_images/7163.png\n",
      "80 ./data//train_images/7798.png\n",
      "81 ./data//train_images/2805.png\n",
      "82 ./data//train_images/10127.png\n",
      "83 ./data//train_images/4277.png\n",
      "84 ./data//train_images/6979.png\n",
      "85 ./data//train_images/5020.png\n",
      "86 ./data//train_images/8997.png\n",
      "87 ./data//train_images/737.png\n",
      "88 ./data//train_images/3826.png\n",
      "89 ./data//train_images/1216.png\n",
      "90 ./data//train_images/3392.png\n",
      "91 ./data//train_images/4489.png\n",
      "92 ./data//train_images/5951.png\n",
      "93 ./data//train_images/4332.png\n",
      "94 ./data//train_images/7851.png\n",
      "95 ./data//train_images/6662.png\n",
      "96 ./data//train_images/4685.png\n",
      "97 ./data//train_images/10035.png\n",
      "98 ./data//train_images/8920.png\n",
      "99 ./data//train_images/6.png\n",
      "100 ./data//train_images/5670.png\n",
      "101 ./data//train_images/4886.png\n",
      "102 ./data//train_images/3911.png\n",
      "103 ./data//train_images/10265.png\n",
      "104 ./data//train_images/8712.png\n",
      "105 ./data//train_images/6946.png\n",
      "106 ./data//train_images/2464.png\n",
      "107 ./data//train_images/8482.png\n",
      "108 ./data//train_images/7587.png\n",
      "109 ./data//train_images/5472.png\n",
      "110 ./data//train_images/692.png\n",
      "111 ./data//train_images/6516.png\n",
      "112 ./data//train_images/7370.png\n",
      "113 ./data//train_images/2633.png\n",
      "114 ./data//train_images/9612.png\n",
      "115 ./data//train_images/7072.png\n",
      "116 ./data//train_images/4002.png\n",
      "117 ./data//train_images/4450.png\n",
      "118 ./data//train_images/8674.png\n",
      "119 ./data//train_images/9274.png\n",
      "120 ./data//train_images/4678.png\n",
      "121 ./data//train_images/9278.png\n",
      "122 ./data//train_images/7419.png\n",
      "123 ./data//train_images/4372.png\n",
      "124 ./data//train_images/7215.png\n",
      "125 ./data//train_images/2926.png\n",
      "126 ./data//train_images/7028.png\n",
      "127 ./data//train_images/6611.png\n",
      "128 ./data//train_images/2957.png\n",
      "129 ./data//train_images/8623.png\n",
      "130 ./data//train_images/5479.png\n",
      "131 ./data//train_images/5792.png\n",
      "132 ./data//train_images/847.png\n",
      "133 ./data//train_images/1469.png\n",
      "134 ./data//train_images/5100.png\n",
      "135 ./data//train_images/4404.png\n",
      "136 ./data//train_images/9694.png\n",
      "137 ./data//train_images/8212.png\n",
      "138 ./data//train_images/1068.png\n",
      "139 ./data//train_images/2055.png\n",
      "140 ./data//train_images/1213.png\n",
      "141 ./data//train_images/2737.png\n",
      "142 ./data//train_images/5443.png\n",
      "143 ./data//train_images/4376.png\n",
      "144 ./data//train_images/207.png\n",
      "145 ./data//train_images/694.png\n",
      "146 ./data//train_images/2221.png\n",
      "147 ./data//train_images/5045.png\n",
      "148 ./data//train_images/2813.png\n",
      "149 ./data//train_images/141.png\n",
      "150 ./data//train_images/772.png\n",
      "151 ./data//train_images/8368.png\n",
      "152 ./data//train_images/2463.png\n",
      "153 ./data//train_images/4616.png\n",
      "154 ./data//train_images/1137.png\n",
      "155 ./data//train_images/1265.png\n",
      "156 ./data//train_images/7550.png\n",
      "157 ./data//train_images/2356.png\n",
      "158 ./data//train_images/10200.png\n",
      "159 ./data//train_images/4874.png\n",
      "160 ./data//train_images/10509.png\n",
      "161 ./data//train_images/10480.png\n",
      "162 ./data//train_images/10262.png\n",
      "163 ./data//train_images/5128.png\n",
      "164 ./data//train_images/7979.png\n",
      "165 ./data//train_images/6260.png\n",
      "166 ./data//train_images/4722.png\n",
      "167 ./data//train_images/8147.png\n",
      "168 ./data//train_images/5837.png\n",
      "169 ./data//train_images/6822.png\n",
      "170 ./data//train_images/8723.png\n",
      "171 ./data//train_images/7169.png\n",
      "172 ./data//train_images/10465.png\n",
      "173 ./data//train_images/8414.png\n",
      "174 ./data//train_images/7838.png\n",
      "175 ./data//train_images/2698.png\n",
      "176 ./data//train_images/7221.png\n",
      "177 ./data//train_images/289.png\n",
      "178 ./data//train_images/8951.png\n",
      "179 ./data//train_images/813.png\n",
      "180 ./data//train_images/1463.png\n",
      "181 ./data//train_images/2944.png\n",
      "182 ./data//train_images/3412.png\n",
      "183 ./data//train_images/3367.png\n",
      "184 ./data//train_images/6508.png\n",
      "185 ./data//train_images/4979.png\n",
      "186 ./data//train_images/5582.png\n",
      "187 ./data//train_images/572.png\n",
      "188 ./data//train_images/7570.png\n",
      "189 ./data//train_images/6833.png\n",
      "190 ./data//train_images/5146.png\n",
      "191 ./data//train_images/4333.png\n",
      "192 ./data//train_images/1024.png\n",
      "193 ./data//train_images/6049.png\n",
      "194 ./data//train_images/3718.png\n",
      "195 ./data//train_images/3244.png\n",
      "196 ./data//train_images/7288.png\n",
      "197 ./data//train_images/5946.png\n",
      "198 ./data//train_images/8573.png\n",
      "199 ./data//train_images/7997.png\n",
      "200 ./data//train_images/4325.png\n",
      "201 ./data//train_images/201.png\n",
      "202 ./data//train_images/5115.png\n",
      "203 ./data//train_images/3487.png\n",
      "204 ./data//train_images/9305.png\n",
      "205 ./data//train_images/6414.png\n",
      "206 ./data//train_images/354.png\n",
      "207 ./data//train_images/4189.png\n",
      "208 ./data//train_images/5579.png\n",
      "209 ./data//train_images/4152.png\n",
      "210 ./data//train_images/8562.png\n",
      "211 ./data//train_images/9607.png\n",
      "212 ./data//train_images/7604.png\n",
      "213 ./data//train_images/9073.png\n",
      "214 ./data//train_images/7878.png\n",
      "215 ./data//train_images/8817.png\n",
      "216 ./data//train_images/3042.png\n",
      "217 ./data//train_images/5153.png\n",
      "218 ./data//train_images/5744.png\n",
      "219 ./data//train_images/7297.png\n",
      "220 ./data//train_images/5819.png\n",
      "221 ./data//train_images/7542.png\n",
      "222 ./data//train_images/5949.png\n",
      "223 ./data//train_images/7575.png\n",
      "224 ./data//train_images/3204.png\n",
      "225 ./data//train_images/4144.png\n",
      "226 ./data//train_images/1487.png\n",
      "227 ./data//train_images/1771.png\n",
      "228 ./data//train_images/4745.png\n",
      "229 ./data//train_images/2024.png\n",
      "230 ./data//train_images/3115.png\n",
      "231 ./data//train_images/2013.png\n",
      "232 ./data//train_images/7443.png\n",
      "233 ./data//train_images/5641.png\n",
      "234 ./data//train_images/236.png\n",
      "235 ./data//train_images/187.png\n",
      "236 ./data//train_images/2896.png\n",
      "237 ./data//train_images/6592.png\n",
      "238 ./data//train_images/9335.png\n",
      "239 ./data//train_images/3875.png\n",
      "240 ./data//train_images/3291.png\n",
      "241 ./data//train_images/1311.png\n",
      "242 ./data//train_images/100.png\n",
      "243 ./data//train_images/5143.png\n",
      "244 ./data//train_images/4688.png\n",
      "245 ./data//train_images/6243.png\n",
      "246 ./data//train_images/7115.png\n",
      "247 ./data//train_images/673.png\n",
      "248 ./data//train_images/1069.png\n",
      "249 ./data//train_images/6904.png\n",
      "250 ./data//train_images/10370.png\n",
      "251 ./data//train_images/7592.png\n",
      "252 ./data//train_images/6134.png\n",
      "253 ./data//train_images/6810.png\n",
      "254 ./data//train_images/4769.png\n",
      "255 ./data//train_images/6566.png\n",
      "256 ./data//train_images/9516.png\n",
      "257 ./data//train_images/2770.png\n",
      "258 ./data//train_images/4360.png\n",
      "259 ./data//train_images/4306.png\n",
      "260 ./data//train_images/6450.png\n",
      "261 ./data//train_images/2755.png\n",
      "262 ./data//train_images/1917.png\n",
      "263 ./data//train_images/9441.png\n",
      "264 ./data//train_images/10302.png\n",
      "265 ./data//train_images/2272.png\n",
      "266 ./data//train_images/2065.png\n",
      "267 ./data//train_images/7674.png\n",
      "268 ./data//train_images/10156.png\n",
      "269 ./data//train_images/2454.png\n",
      "270 ./data//train_images/6276.png\n",
      "271 ./data//train_images/7858.png\n",
      "272 ./data//train_images/5058.png\n",
      "273 ./data//train_images/5905.png\n",
      "274 ./data//train_images/3598.png\n",
      "275 ./data//train_images/3407.png\n",
      "276 ./data//train_images/6296.png\n",
      "277 ./data//train_images/5255.png\n",
      "278 ./data//train_images/7254.png\n",
      "279 ./data//train_images/1750.png\n",
      "280 ./data//train_images/3171.png\n",
      "281 ./data//train_images/1378.png\n",
      "282 ./data//train_images/10122.png\n",
      "283 ./data//train_images/10117.png\n",
      "284 ./data//train_images/2207.png\n",
      "285 ./data//train_images/7106.png\n",
      "286 ./data//train_images/1624.png\n",
      "287 ./data//train_images/3924.png\n",
      "288 ./data//train_images/9925.png\n",
      "289 ./data//train_images/4486.png\n",
      "290 ./data//train_images/926.png\n",
      "291 ./data//train_images/3124.png\n",
      "292 ./data//train_images/1315.png\n",
      "293 ./data//train_images/6609.png\n",
      "294 ./data//train_images/2162.png\n",
      "295 ./data//train_images/5636.png\n",
      "296 ./data//train_images/1181.png\n",
      "297 ./data//train_images/9595.png\n",
      "298 ./data//train_images/8124.png\n",
      "299 ./data//train_images/8352.png\n",
      "300 ./data//train_images/7089.png\n",
      "301 ./data//train_images/3713.png\n",
      "302 ./data//train_images/7711.png\n",
      "303 ./data//train_images/4165.png\n",
      "304 ./data//train_images/1129.png\n",
      "305 ./data//train_images/3771.png\n",
      "306 ./data//train_images/5007.png\n",
      "307 ./data//train_images/3170.png\n",
      "308 ./data//train_images/9841.png\n",
      "309 ./data//train_images/1767.png\n",
      "310 ./data//train_images/6071.png\n",
      "311 ./data//train_images/8175.png\n",
      "312 ./data//train_images/2249.png\n",
      "313 ./data//train_images/6075.png\n",
      "314 ./data//train_images/2985.png\n",
      "315 ./data//train_images/1626.png\n",
      "316 ./data//train_images/8399.png\n",
      "317 ./data//train_images/9942.png\n",
      "318 ./data//train_images/198.png\n",
      "319 ./data//train_images/8679.png\n",
      "320 ./data//train_images/2324.png\n",
      "321 ./data//train_images/643.png\n",
      "322 ./data//train_images/6931.png\n",
      "323 ./data//train_images/8799.png\n",
      "324 ./data//train_images/6022.png\n",
      "325 ./data//train_images/9596.png\n",
      "326 ./data//train_images/705.png\n",
      "327 ./data//train_images/215.png\n",
      "328 ./data//train_images/3305.png\n",
      "329 ./data//train_images/975.png\n",
      "330 ./data//train_images/7535.png\n",
      "331 ./data//train_images/5836.png\n",
      "332 ./data//train_images/7263.png\n",
      "333 ./data//train_images/4903.png\n",
      "334 ./data//train_images/9963.png\n",
      "335 ./data//train_images/1410.png\n",
      "336 ./data//train_images/9410.png\n",
      "337 ./data//train_images/10063.png\n",
      "338 ./data//train_images/5320.png\n",
      "339 ./data//train_images/10454.png\n",
      "340 ./data//train_images/9177.png\n",
      "341 ./data//train_images/9369.png\n",
      "342 ./data//train_images/7680.png\n",
      "343 ./data//train_images/2938.png\n",
      "344 ./data//train_images/6831.png\n",
      "345 ./data//train_images/3737.png\n",
      "346 ./data//train_images/6084.png\n",
      "347 ./data//train_images/6177.png\n",
      "348 ./data//train_images/1965.png\n",
      "349 ./data//train_images/3862.png\n",
      "350 ./data//train_images/7990.png\n",
      "351 ./data//train_images/3736.png\n",
      "352 ./data//train_images/8443.png\n",
      "353 ./data//train_images/7746.png\n",
      "354 ./data//train_images/3556.png\n",
      "355 ./data//train_images/8537.png\n",
      "356 ./data//train_images/4807.png\n",
      "357 ./data//train_images/1174.png\n",
      "358 ./data//train_images/4768.png\n",
      "359 ./data//train_images/7502.png\n",
      "360 ./data//train_images/9690.png\n",
      "361 ./data//train_images/1876.png\n",
      "362 ./data//train_images/825.png\n",
      "363 ./data//train_images/9493.png\n",
      "364 ./data//train_images/9309.png\n",
      "365 ./data//train_images/7047.png\n",
      "366 ./data//train_images/8309.png\n",
      "367 ./data//train_images/3982.png\n",
      "368 ./data//train_images/2683.png\n",
      "369 ./data//train_images/6197.png\n",
      "370 ./data//train_images/4475.png\n",
      "371 ./data//train_images/9394.png\n",
      "372 ./data//train_images/4776.png\n",
      "373 ./data//train_images/3116.png\n",
      "374 ./data//train_images/10014.png\n",
      "375 ./data//train_images/677.png\n",
      "376 ./data//train_images/2605.png\n",
      "377 ./data//train_images/3336.png\n",
      "378 ./data//train_images/4563.png\n",
      "379 ./data//train_images/2794.png\n",
      "380 ./data//train_images/4805.png\n",
      "381 ./data//train_images/7568.png\n",
      "382 ./data//train_images/4237.png\n",
      "383 ./data//train_images/1884.png\n",
      "384 ./data//train_images/4894.png\n",
      "385 ./data//train_images/8268.png\n",
      "386 ./data//train_images/8164.png\n",
      "387 ./data//train_images/2522.png\n",
      "388 ./data//train_images/5994.png\n",
      "389 ./data//train_images/7623.png\n",
      "390 ./data//train_images/5475.png\n",
      "391 ./data//train_images/2518.png\n",
      "392 ./data//train_images/9878.png\n",
      "393 ./data//train_images/8228.png\n",
      "394 ./data//train_images/10178.png\n",
      "395 ./data//train_images/3004.png\n",
      "396 ./data//train_images/3776.png\n",
      "397 ./data//train_images/1003.png\n",
      "398 ./data//train_images/10134.png\n",
      "399 ./data//train_images/7935.png\n",
      "400 ./data//train_images/2732.png\n",
      "401 ./data//train_images/8983.png\n",
      "402 ./data//train_images/6053.png\n",
      "403 ./data//train_images/642.png\n",
      "404 ./data//train_images/3483.png\n",
      "405 ./data//train_images/6409.png\n",
      "406 ./data//train_images/2971.png\n",
      "407 ./data//train_images/5581.png\n",
      "408 ./data//train_images/4951.png\n",
      "409 ./data//train_images/3805.png\n",
      "410 ./data//train_images/9308.png\n",
      "411 ./data//train_images/2887.png\n",
      "412 ./data//train_images/3376.png\n",
      "413 ./data//train_images/3491.png\n",
      "414 ./data//train_images/7759.png\n",
      "415 ./data//train_images/8837.png\n",
      "416 ./data//train_images/4699.png\n",
      "417 ./data//train_images/8812.png\n",
      "418 ./data//train_images/7234.png\n",
      "419 ./data//train_images/6055.png\n",
      "420 ./data//train_images/3560.png\n",
      "421 ./data//train_images/4242.png\n",
      "422 ./data//train_images/9442.png\n",
      "423 ./data//train_images/5453.png\n",
      "424 ./data//train_images/923.png\n",
      "425 ./data//train_images/7843.png\n",
      "426 ./data//train_images/733.png\n",
      "427 ./data//train_images/4350.png\n",
      "428 ./data//train_images/1323.png\n",
      "429 ./data//train_images/2925.png\n",
      "430 ./data//train_images/8265.png\n",
      "431 ./data//train_images/1678.png\n",
      "432 ./data//train_images/8128.png\n",
      "433 ./data//train_images/992.png\n",
      "434 ./data//train_images/5612.png\n",
      "435 ./data//train_images/9509.png\n",
      "436 ./data//train_images/7977.png\n",
      "437 ./data//train_images/6465.png\n",
      "438 ./data//train_images/5081.png\n",
      "439 ./data//train_images/3586.png\n",
      "440 ./data//train_images/3093.png\n",
      "441 ./data//train_images/1670.png\n",
      "442 ./data//train_images/1281.png\n",
      "443 ./data//train_images/188.png\n",
      "444 ./data//train_images/10497.png\n",
      "445 ./data//train_images/4262.png\n",
      "446 ./data//train_images/10398.png\n",
      "447 ./data//train_images/4720.png\n",
      "448 ./data//train_images/4012.png\n",
      "449 ./data//train_images/9353.png\n",
      "450 ./data//train_images/4116.png\n",
      "451 ./data//train_images/8685.png\n",
      "452 ./data//train_images/2376.png\n",
      "453 ./data//train_images/7745.png\n",
      "454 ./data//train_images/3682.png\n",
      "455 ./data//train_images/4276.png\n",
      "456 ./data//train_images/9199.png\n",
      "457 ./data//train_images/7140.png\n",
      "458 ./data//train_images/2000.png\n",
      "459 ./data//train_images/4391.png\n",
      "460 ./data//train_images/7871.png\n",
      "461 ./data//train_images/5343.png\n",
      "462 ./data//train_images/8716.png\n",
      "463 ./data//train_images/5456.png\n",
      "464 ./data//train_images/6194.png\n",
      "465 ./data//train_images/2541.png\n",
      "466 ./data//train_images/9665.png\n",
      "467 ./data//train_images/6953.png\n",
      "468 ./data//train_images/3620.png\n",
      "469 ./data//train_images/2589.png\n",
      "470 ./data//train_images/2320.png\n",
      "471 ./data//train_images/9487.png\n",
      "472 ./data//train_images/6315.png\n",
      "473 ./data//train_images/1791.png\n",
      "474 ./data//train_images/4535.png\n",
      "475 ./data//train_images/3524.png\n",
      "476 ./data//train_images/10287.png\n",
      "477 ./data//train_images/3850.png\n",
      "478 ./data//train_images/6485.png\n",
      "479 ./data//train_images/4868.png\n",
      "480 ./data//train_images/9288.png\n",
      "481 ./data//train_images/8517.png\n",
      "482 ./data//train_images/8524.png\n",
      "483 ./data//train_images/5542.png\n",
      "484 ./data//train_images/2769.png\n",
      "485 ./data//train_images/5913.png\n",
      "486 ./data//train_images/9326.png\n",
      "487 ./data//train_images/5716.png\n",
      "488 ./data//train_images/1140.png\n",
      "489 ./data//train_images/428.png\n",
      "490 ./data//train_images/4228.png\n",
      "491 ./data//train_images/2893.png\n",
      "492 ./data//train_images/344.png\n",
      "493 ./data//train_images/2990.png\n",
      "494 ./data//train_images/5178.png\n",
      "495 ./data//train_images/5684.png\n",
      "496 ./data//train_images/7504.png\n",
      "497 ./data//train_images/7989.png\n",
      "498 ./data//train_images/8511.png\n",
      "499 ./data//train_images/2121.png\n",
      "500 ./data//train_images/237.png\n",
      "501 ./data//train_images/8253.png\n",
      "502 ./data//train_images/886.png\n",
      "503 ./data//train_images/9790.png\n",
      "504 ./data//train_images/9170.png\n",
      "505 ./data//train_images/3249.png\n",
      "506 ./data//train_images/1048.png\n",
      "507 ./data//train_images/4515.png\n",
      "508 ./data//train_images/3062.png\n",
      "509 ./data//train_images/5957.png\n",
      "510 ./data//train_images/3243.png\n",
      "511 ./data//train_images/9655.png\n",
      "512 ./data//train_images/6408.png\n",
      "513 ./data//train_images/8058.png\n",
      "514 ./data//train_images/5207.png\n",
      "515 ./data//train_images/7157.png\n",
      "516 ./data//train_images/7104.png\n",
      "517 ./data//train_images/7518.png\n",
      "518 ./data//train_images/8379.png\n",
      "519 ./data//train_images/9531.png\n",
      "520 ./data//train_images/2613.png\n",
      "521 ./data//train_images/8917.png\n",
      "522 ./data//train_images/6635.png\n",
      "523 ./data//train_images/8167.png\n",
      "524 ./data//train_images/7029.png\n",
      "525 ./data//train_images/4030.png\n",
      "526 ./data//train_images/2709.png\n",
      "527 ./data//train_images/8127.png\n",
      "528 ./data//train_images/8664.png\n",
      "529 ./data//train_images/3014.png\n",
      "530 ./data//train_images/4704.png\n",
      "531 ./data//train_images/6118.png\n",
      "532 ./data//train_images/1357.png\n",
      "533 ./data//train_images/9913.png\n",
      "534 ./data//train_images/6060.png\n",
      "535 ./data//train_images/2362.png\n",
      "536 ./data//train_images/4682.png\n",
      "537 ./data//train_images/7540.png\n",
      "538 ./data//train_images/4465.png\n",
      "539 ./data//train_images/1804.png\n",
      "540 ./data//train_images/10016.png\n",
      "541 ./data//train_images/1659.png\n",
      "542 ./data//train_images/7749.png\n",
      "543 ./data//train_images/2523.png\n",
      "544 ./data//train_images/6215.png\n",
      "545 ./data//train_images/1017.png\n",
      "546 ./data//train_images/6412.png\n",
      "547 ./data//train_images/255.png\n",
      "548 ./data//train_images/1019.png\n",
      "549 ./data//train_images/7336.png\n",
      "550 ./data//train_images/7595.png\n",
      "551 ./data//train_images/6435.png\n",
      "552 ./data//train_images/6561.png\n",
      "553 ./data//train_images/995.png\n",
      "554 ./data//train_images/4968.png\n",
      "555 ./data//train_images/700.png\n",
      "556 ./data//train_images/2487.png\n",
      "557 ./data//train_images/7206.png\n",
      "558 ./data//train_images/4651.png\n",
      "559 ./data//train_images/5280.png\n",
      "560 ./data//train_images/9206.png\n",
      "561 ./data//train_images/9871.png\n",
      "562 ./data//train_images/540.png\n",
      "563 ./data//train_images/10180.png\n",
      "564 ./data//train_images/8686.png\n",
      "565 ./data//train_images/9140.png\n",
      "566 ./data//train_images/7559.png\n",
      "567 ./data//train_images/89.png\n",
      "568 ./data//train_images/3673.png\n",
      "569 ./data//train_images/8860.png\n",
      "570 ./data//train_images/6855.png\n",
      "571 ./data//train_images/10564.png\n",
      "572 ./data//train_images/7793.png\n",
      "573 ./data//train_images/483.png\n",
      "574 ./data//train_images/2224.png\n",
      "575 ./data//train_images/4220.png\n",
      "576 ./data//train_images/5873.png\n",
      "577 ./data//train_images/10299.png\n",
      "578 ./data//train_images/5793.png\n",
      "579 ./data//train_images/9141.png\n",
      "580 ./data//train_images/6323.png\n",
      "581 ./data//train_images/2102.png\n",
      "582 ./data//train_images/378.png\n",
      "583 ./data//train_images/9554.png\n",
      "584 ./data//train_images/1329.png\n",
      "585 ./data//train_images/2302.png\n",
      "586 ./data//train_images/2542.png\n",
      "587 ./data//train_images/1904.png\n",
      "588 ./data//train_images/10024.png\n",
      "589 ./data//train_images/1057.png\n",
      "590 ./data//train_images/1827.png\n",
      "591 ./data//train_images/9564.png\n",
      "592 ./data//train_images/7859.png\n",
      "593 ./data//train_images/1801.png\n",
      "594 ./data//train_images/1981.png\n",
      "595 ./data//train_images/6586.png\n",
      "596 ./data//train_images/3681.png\n",
      "597 ./data//train_images/6286.png\n",
      "598 ./data//train_images/2469.png\n",
      "599 ./data//train_images/7737.png\n",
      "600 ./data//train_images/9711.png\n",
      "601 ./data//train_images/7122.png\n",
      "602 ./data//train_images/8784.png\n",
      "603 ./data//train_images/2934.png\n",
      "604 ./data//train_images/10113.png\n",
      "605 ./data//train_images/8638.png\n",
      "606 ./data//train_images/10379.png\n",
      "607 ./data//train_images/3861.png\n",
      "608 ./data//train_images/8382.png\n",
      "609 ./data//train_images/3984.png\n",
      "610 ./data//train_images/353.png\n",
      "611 ./data//train_images/5011.png\n",
      "612 ./data//train_images/3763.png\n",
      "613 ./data//train_images/5752.png\n",
      "614 ./data//train_images/1574.png\n",
      "615 ./data//train_images/4809.png\n",
      "616 ./data//train_images/1604.png\n",
      "617 ./data//train_images/2976.png\n",
      "618 ./data//train_images/9317.png\n",
      "619 ./data//train_images/4904.png\n",
      "620 ./data//train_images/6489.png\n",
      "621 ./data//train_images/2203.png\n",
      "622 ./data//train_images/147.png\n",
      "623 ./data//train_images/7679.png\n",
      "624 ./data//train_images/885.png\n",
      "625 ./data//train_images/10444.png\n",
      "626 ./data//train_images/2802.png\n",
      "627 ./data//train_images/3777.png\n",
      "628 ./data//train_images/998.png\n",
      "629 ./data//train_images/6787.png\n",
      "630 ./data//train_images/8521.png\n",
      "631 ./data//train_images/9859.png\n",
      "632 ./data//train_images/8731.png\n",
      "633 ./data//train_images/2554.png\n",
      "634 ./data//train_images/5489.png\n",
      "635 ./data//train_images/9465.png\n",
      "636 ./data//train_images/7227.png\n",
      "637 ./data//train_images/4155.png\n",
      "638 ./data//train_images/1733.png\n",
      "639 ./data//train_images/8795.png\n",
      "640 ./data//train_images/578.png\n",
      "641 ./data//train_images/7837.png\n",
      "642 ./data//train_images/4432.png\n",
      "643 ./data//train_images/1940.png\n",
      "644 ./data//train_images/9975.png\n",
      "645 ./data//train_images/7082.png\n",
      "646 ./data//train_images/8422.png\n",
      "647 ./data//train_images/1718.png\n",
      "648 ./data//train_images/7285.png\n",
      "649 ./data//train_images/5711.png\n",
      "650 ./data//train_images/3228.png\n",
      "651 ./data//train_images/8733.png\n",
      "652 ./data//train_images/3103.png\n",
      "653 ./data//train_images/6573.png\n",
      "654 ./data//train_images/4551.png\n",
      "655 ./data//train_images/3740.png\n",
      "656 ./data//train_images/6754.png\n",
      "657 ./data//train_images/8169.png\n",
      "658 ./data//train_images/3780.png\n",
      "659 ./data//train_images/7744.png\n",
      "660 ./data//train_images/10214.png\n",
      "661 ./data//train_images/9550.png\n",
      "662 ./data//train_images/4496.png\n",
      "663 ./data//train_images/547.png\n",
      "664 ./data//train_images/512.png\n",
      "665 ./data//train_images/8501.png\n",
      "666 ./data//train_images/5521.png\n",
      "667 ./data//train_images/2915.png\n",
      "668 ./data//train_images/2129.png\n",
      "669 ./data//train_images/2321.png\n",
      "670 ./data//train_images/5508.png\n",
      "671 ./data//train_images/10548.png\n",
      "672 ./data//train_images/1198.png\n",
      "673 ./data//train_images/8093.png\n",
      "674 ./data//train_images/7060.png\n",
      "675 ./data//train_images/10502.png\n",
      "676 ./data//train_images/960.png\n",
      "677 ./data//train_images/9748.png\n",
      "678 ./data//train_images/10118.png\n",
      "679 ./data//train_images/2124.png\n",
      "680 ./data//train_images/6129.png\n",
      "681 ./data//train_images/6875.png\n",
      "682 ./data//train_images/9078.png\n",
      "683 ./data//train_images/10215.png\n",
      "684 ./data//train_images/7544.png\n",
      "685 ./data//train_images/8035.png\n",
      "686 ./data//train_images/466.png\n",
      "687 ./data//train_images/4718.png\n",
      "688 ./data//train_images/1062.png\n",
      "689 ./data//train_images/2364.png\n",
      "690 ./data//train_images/1294.png\n",
      "691 ./data//train_images/1632.png\n",
      "692 ./data//train_images/4648.png\n",
      "693 ./data//train_images/9777.png\n",
      "694 ./data//train_images/3021.png\n",
      "695 ./data//train_images/7010.png\n",
      "696 ./data//train_images/2103.png\n",
      "697 ./data//train_images/10135.png\n",
      "698 ./data//train_images/6646.png\n",
      "699 ./data//train_images/6512.png\n",
      "700 ./data//train_images/7273.png\n",
      "701 ./data//train_images/2298.png\n",
      "702 ./data//train_images/2236.png\n",
      "703 ./data//train_images/4346.png\n",
      "704 ./data//train_images/371.png\n",
      "705 ./data//train_images/10384.png\n",
      "706 ./data//train_images/4008.png\n",
      "707 ./data//train_images/7613.png\n",
      "708 ./data//train_images/9843.png\n",
      "709 ./data//train_images/8483.png\n",
      "710 ./data//train_images/4864.png\n",
      "711 ./data//train_images/3497.png\n",
      "712 ./data//train_images/171.png\n",
      "713 ./data//train_images/4707.png\n",
      "714 ./data//train_images/5067.png\n",
      "715 ./data//train_images/8339.png\n",
      "716 ./data//train_images/8118.png\n",
      "717 ./data//train_images/1587.png\n",
      "718 ./data//train_images/5223.png\n",
      "719 ./data//train_images/8934.png\n",
      "720 ./data//train_images/828.png\n",
      "721 ./data//train_images/2307.png\n",
      "722 ./data//train_images/2832.png\n",
      "723 ./data//train_images/6559.png\n",
      "724 ./data//train_images/6627.png\n",
      "725 ./data//train_images/5643.png\n",
      "726 ./data//train_images/2032.png\n",
      "727 ./data//train_images/10442.png\n",
      "728 ./data//train_images/3898.png\n",
      "729 ./data//train_images/3253.png\n",
      "730 ./data//train_images/10271.png\n",
      "731 ./data//train_images/9.png\n",
      "732 ./data//train_images/8111.png\n",
      "733 ./data//train_images/5108.png\n",
      "734 ./data//train_images/10100.png\n",
      "735 ./data//train_images/5704.png\n",
      "736 ./data//train_images/4460.png\n",
      "737 ./data//train_images/9414.png\n",
      "738 ./data//train_images/8459.png\n",
      "739 ./data//train_images/6914.png\n",
      "740 ./data//train_images/9515.png\n",
      "741 ./data//train_images/8082.png\n",
      "742 ./data//train_images/10549.png\n",
      "743 ./data//train_images/2708.png\n",
      "744 ./data//train_images/1145.png\n",
      "745 ./data//train_images/3533.png\n",
      "746 ./data//train_images/6027.png\n",
      "747 ./data//train_images/4581.png\n",
      "748 ./data//train_images/8095.png\n",
      "749 ./data//train_images/5883.png\n",
      "750 ./data//train_images/3162.png\n",
      "751 ./data//train_images/333.png\n",
      "752 ./data//train_images/4199.png\n",
      "753 ./data//train_images/7361.png\n",
      "754 ./data//train_images/7198.png\n",
      "755 ./data//train_images/1607.png\n",
      "756 ./data//train_images/4028.png\n",
      "757 ./data//train_images/3571.png\n",
      "758 ./data//train_images/7453.png\n",
      "759 ./data//train_images/1026.png\n",
      "760 ./data//train_images/6459.png\n",
      "761 ./data//train_images/5683.png\n",
      "762 ./data//train_images/1578.png\n",
      "763 ./data//train_images/794.png\n",
      "764 ./data//train_images/4534.png\n",
      "765 ./data//train_images/8566.png\n",
      "766 ./data//train_images/6280.png\n",
      "767 ./data//train_images/9472.png\n",
      "768 ./data//train_images/2504.png\n",
      "769 ./data//train_images/3456.png\n",
      "770 ./data//train_images/8532.png\n",
      "771 ./data//train_images/4518.png\n",
      "772 ./data//train_images/7175.png\n",
      "773 ./data//train_images/5788.png\n",
      "774 ./data//train_images/1194.png\n",
      "775 ./data//train_images/5455.png\n",
      "776 ./data//train_images/6493.png\n",
      "777 ./data//train_images/7769.png\n",
      "778 ./data//train_images/4153.png\n",
      "779 ./data//train_images/8371.png\n",
      "780 ./data//train_images/4946.png\n",
      "781 ./data//train_images/4290.png\n",
      "782 ./data//train_images/10555.png\n",
      "783 ./data//train_images/1478.png\n",
      "784 ./data//train_images/7777.png\n",
      "785 ./data//train_images/10547.png\n",
      "786 ./data//train_images/7835.png\n",
      "787 ./data//train_images/6750.png\n",
      "788 ./data//train_images/3902.png\n",
      "789 ./data//train_images/5875.png\n",
      "790 ./data//train_images/2686.png\n",
      "791 ./data//train_images/646.png\n",
      "792 ./data//train_images/4100.png\n",
      "793 ./data//train_images/7716.png\n",
      "794 ./data//train_images/2652.png\n",
      "795 ./data//train_images/6879.png\n",
      "796 ./data//train_images/10353.png\n",
      "797 ./data//train_images/5631.png\n",
      "798 ./data//train_images/6710.png\n",
      "799 ./data//train_images/8139.png\n",
      "800 ./data//train_images/9055.png\n",
      "801 ./data//train_images/2811.png\n",
      "802 ./data//train_images/10084.png\n",
      "803 ./data//train_images/8374.png\n",
      "804 ./data//train_images/9940.png\n",
      "805 ./data//train_images/429.png\n",
      "806 ./data//train_images/9720.png\n",
      "807 ./data//train_images/9767.png\n",
      "808 ./data//train_images/409.png\n",
      "809 ./data//train_images/7312.png\n",
      "810 ./data//train_images/4845.png\n",
      "811 ./data//train_images/4757.png\n",
      "812 ./data//train_images/8403.png\n",
      "813 ./data//train_images/7539.png\n",
      "814 ./data//train_images/6921.png\n",
      "815 ./data//train_images/3192.png\n",
      "816 ./data//train_images/3085.png\n",
      "817 ./data//train_images/1387.png\n",
      "818 ./data//train_images/2257.png\n",
      "819 ./data//train_images/2681.png\n",
      "820 ./data//train_images/3069.png\n",
      "821 ./data//train_images/9298.png\n",
      "822 ./data//train_images/4062.png\n",
      "823 ./data//train_images/8186.png\n",
      "824 ./data//train_images/2292.png\n",
      "825 ./data//train_images/3478.png\n",
      "826 ./data//train_images/8295.png\n",
      "827 ./data//train_images/2498.png\n",
      "828 ./data//train_images/4610.png\n",
      "829 ./data//train_images/7136.png\n",
      "830 ./data//train_images/5801.png\n",
      "831 ./data//train_images/2936.png\n",
      "832 ./data//train_images/7482.png\n",
      "833 ./data//train_images/9611.png\n",
      "834 ./data//train_images/7528.png\n",
      "835 ./data//train_images/8846.png\n",
      "836 ./data//train_images/8163.png\n",
      "837 ./data//train_images/3160.png\n",
      "838 ./data//train_images/2472.png\n",
      "839 ./data//train_images/2259.png\n",
      "840 ./data//train_images/10356.png\n",
      "841 ./data//train_images/8025.png\n",
      "842 ./data//train_images/2795.png\n",
      "843 ./data//train_images/9285.png\n",
      "844 ./data//train_images/2525.png\n",
      "845 ./data//train_images/4892.png\n",
      "846 ./data//train_images/5760.png\n",
      "847 ./data//train_images/1844.png\n",
      "848 ./data//train_images/5291.png\n",
      "849 ./data//train_images/4270.png\n",
      "850 ./data//train_images/5721.png\n",
      "851 ./data//train_images/9904.png\n",
      "852 ./data//train_images/9751.png\n",
      "853 ./data//train_images/871.png\n",
      "854 ./data//train_images/4564.png\n",
      "855 ./data//train_images/8581.png\n",
      "856 ./data//train_images/3819.png\n",
      "857 ./data//train_images/7212.png\n",
      "858 ./data//train_images/10489.png\n",
      "859 ./data//train_images/880.png\n",
      "860 ./data//train_images/3149.png\n",
      "861 ./data//train_images/9793.png\n",
      "862 ./data//train_images/1807.png\n",
      "863 ./data//train_images/7171.png\n",
      "864 ./data//train_images/9633.png\n",
      "865 ./data//train_images/9728.png\n",
      "866 ./data//train_images/3175.png\n",
      "867 ./data//train_images/5608.png\n",
      "868 ./data//train_images/9325.png\n",
      "869 ./data//train_images/1112.png\n",
      "870 ./data//train_images/2119.png\n",
      "871 ./data//train_images/6793.png\n",
      "872 ./data//train_images/688.png\n",
      "873 ./data//train_images/9900.png\n",
      "874 ./data//train_images/10359.png\n",
      "875 ./data//train_images/3689.png\n",
      "876 ./data//train_images/6993.png\n",
      "877 ./data//train_images/6202.png\n",
      "878 ./data//train_images/541.png\n",
      "879 ./data//train_images/461.png\n",
      "880 ./data//train_images/3073.png\n",
      "881 ./data//train_images/1675.png\n",
      "882 ./data//train_images/1764.png\n",
      "883 ./data//train_images/1274.png\n",
      "884 ./data//train_images/5371.png\n",
      "885 ./data//train_images/7068.png\n",
      "886 ./data//train_images/5214.png\n",
      "887 ./data//train_images/271.png\n",
      "888 ./data//train_images/9127.png\n",
      "889 ./data//train_images/6462.png\n",
      "890 ./data//train_images/7642.png\n",
      "891 ./data//train_images/2545.png\n",
      "892 ./data//train_images/8193.png\n",
      "893 ./data//train_images/4950.png\n",
      "894 ./data//train_images/8673.png\n",
      "895 ./data//train_images/10217.png\n",
      "896 ./data//train_images/1786.png\n",
      "897 ./data//train_images/8039.png\n",
      "898 ./data//train_images/1735.png\n",
      "899 ./data//train_images/10319.png\n",
      "900 ./data//train_images/4166.png\n",
      "901 ./data//train_images/1608.png\n",
      "902 ./data//train_images/2526.png\n",
      "903 ./data//train_images/8747.png\n",
      "904 ./data//train_images/1855.png\n",
      "905 ./data//train_images/5809.png\n",
      "906 ./data//train_images/874.png\n",
      "907 ./data//train_images/6222.png\n",
      "908 ./data//train_images/9626.png\n",
      "909 ./data//train_images/4385.png\n",
      "910 ./data//train_images/8667.png\n",
      "911 ./data//train_images/8122.png\n",
      "912 ./data//train_images/3729.png\n",
      "913 ./data//train_images/10289.png\n",
      "914 ./data//train_images/4700.png\n",
      "915 ./data//train_images/7403.png\n",
      "916 ./data//train_images/2338.png\n",
      "917 ./data//train_images/7814.png\n",
      "918 ./data//train_images/4456.png\n",
      "919 ./data//train_images/10182.png\n",
      "920 ./data//train_images/3328.png\n",
      "921 ./data//train_images/4018.png\n",
      "922 ./data//train_images/3044.png\n",
      "923 ./data//train_images/7641.png\n",
      "924 ./data//train_images/561.png\n",
      "925 ./data//train_images/7160.png\n",
      "926 ./data//train_images/5600.png\n",
      "927 ./data//train_images/836.png\n",
      "928 ./data//train_images/7126.png\n",
      "929 ./data//train_images/10393.png\n",
      "930 ./data//train_images/7032.png\n",
      "931 ./data//train_images/7094.png\n",
      "932 ./data//train_images/8373.png\n",
      "933 ./data//train_images/5258.png\n",
      "934 ./data//train_images/5437.png\n",
      "935 ./data//train_images/9346.png\n",
      "936 ./data//train_images/5732.png\n",
      "937 ./data//train_images/7886.png\n",
      "938 ./data//train_images/9576.png\n",
      "939 ./data//train_images/1103.png\n",
      "940 ./data//train_images/6246.png\n",
      "941 ./data//train_images/2996.png\n",
      "942 ./data//train_images/4140.png\n",
      "943 ./data//train_images/1834.png\n",
      "944 ./data//train_images/1758.png\n",
      "945 ./data//train_images/7994.png\n",
      "946 ./data//train_images/1729.png\n",
      "947 ./data//train_images/5586.png\n",
      "948 ./data//train_images/8138.png\n",
      "949 ./data//train_images/10390.png\n",
      "950 ./data//train_images/3343.png\n",
      "951 ./data//train_images/945.png\n",
      "952 ./data//train_images/5649.png\n",
      "953 ./data//train_images/7874.png\n",
      "954 ./data//train_images/6900.png\n",
      "955 ./data//train_images/1921.png\n",
      "956 ./data//train_images/7645.png\n",
      "957 ./data//train_images/7483.png\n",
      "958 ./data//train_images/5845.png\n",
      "959 ./data//train_images/9989.png\n",
      "960 ./data//train_images/2787.png\n",
      "961 ./data//train_images/798.png\n",
      "962 ./data//train_images/7522.png\n",
      "963 ./data//train_images/4181.png\n",
      "964 ./data//train_images/6963.png\n",
      "965 ./data//train_images/4941.png\n",
      "966 ./data//train_images/1780.png\n",
      "967 ./data//train_images/610.png\n",
      "968 ./data//train_images/7420.png\n",
      "969 ./data//train_images/4786.png\n",
      "970 ./data//train_images/27.png\n",
      "971 ./data//train_images/10368.png\n",
      "972 ./data//train_images/2821.png\n",
      "973 ./data//train_images/7150.png\n",
      "974 ./data//train_images/6248.png\n",
      "975 ./data//train_images/7815.png\n",
      "976 ./data//train_images/2242.png\n",
      "977 ./data//train_images/9563.png\n",
      "978 ./data//train_images/10334.png\n",
      "979 ./data//train_images/9826.png\n",
      "980 ./data//train_images/4555.png\n",
      "981 ./data//train_images/4190.png\n",
      "982 ./data//train_images/3405.png\n",
      "983 ./data//train_images/5111.png\n",
      "984 ./data//train_images/4862.png\n",
      "985 ./data//train_images/3787.png\n",
      "986 ./data//train_images/4307.png\n",
      "987 ./data//train_images/6717.png\n",
      "988 ./data//train_images/479.png\n",
      "989 ./data//train_images/3496.png\n",
      "990 ./data//train_images/6862.png\n",
      "991 ./data//train_images/3964.png\n",
      "992 ./data//train_images/4663.png\n",
      "993 ./data//train_images/5959.png\n",
      "994 ./data//train_images/3958.png\n",
      "995 ./data//train_images/2784.png\n",
      "996 ./data//train_images/4368.png\n",
      "997 ./data//train_images/8722.png\n",
      "998 ./data//train_images/1936.png\n",
      "999 ./data//train_images/1823.png\n",
      "1000 ./data//train_images/6836.png\n",
      "1001 ./data//train_images/1244.png\n",
      "1002 ./data//train_images/2118.png\n",
      "1003 ./data//train_images/5535.png\n",
      "1004 ./data//train_images/323.png\n",
      "1005 ./data//train_images/9927.png\n",
      "1006 ./data//train_images/917.png\n",
      "1007 ./data//train_images/7262.png\n",
      "1008 ./data//train_images/9467.png\n",
      "1009 ./data//train_images/8145.png\n",
      "1010 ./data//train_images/3155.png\n",
      "1011 ./data//train_images/8803.png\n",
      "1012 ./data//train_images/1124.png\n",
      "1013 ./data//train_images/2161.png\n",
      "1014 ./data//train_images/8280.png\n",
      "1015 ./data//train_images/144.png\n",
      "1016 ./data//train_images/9647.png\n",
      "1017 ./data//train_images/3889.png\n",
      "1018 ./data//train_images/8107.png\n",
      "1019 ./data//train_images/5106.png\n",
      "1020 ./data//train_images/407.png\n",
      "1021 ./data//train_images/2439.png\n",
      "1022 ./data//train_images/8957.png\n",
      "1023 ./data//train_images/1831.png\n",
      "1024 ./data//train_images/176.png\n",
      "1025 ./data//train_images/3685.png\n",
      "1026 ./data//train_images/10482.png\n",
      "1027 ./data//train_images/741.png\n",
      "1028 ./data//train_images/5676.png\n",
      "1029 ./data//train_images/10355.png\n",
      "1030 ./data//train_images/4459.png\n",
      "1031 ./data//train_images/10022.png\n",
      "1032 ./data//train_images/8608.png\n",
      "1033 ./data//train_images/6578.png\n",
      "1034 ./data//train_images/7309.png\n",
      "1035 ./data//train_images/3849.png\n",
      "1036 ./data//train_images/6146.png\n",
      "1037 ./data//train_images/189.png\n",
      "1038 ./data//train_images/9723.png\n",
      "1039 ./data//train_images/8281.png\n",
      "1040 ./data//train_images/8551.png\n",
      "1041 ./data//train_images/10354.png\n",
      "1042 ./data//train_images/6869.png\n",
      "1043 ./data//train_images/2245.png\n",
      "1044 ./data//train_images/4839.png\n",
      "1045 ./data//train_images/775.png\n",
      "1046 ./data//train_images/4300.png\n",
      "1047 ./data//train_images/9956.png\n",
      "1048 ./data//train_images/8413.png\n",
      "1049 ./data//train_images/294.png\n",
      "1050 ./data//train_images/6249.png\n",
      "1051 ./data//train_images/1185.png\n",
      "1052 ./data//train_images/2506.png\n",
      "1053 ./data//train_images/299.png\n",
      "1054 ./data//train_images/9562.png\n",
      "1055 ./data//train_images/4293.png\n",
      "1056 ./data//train_images/4512.png\n",
      "1057 ./data//train_images/3381.png\n",
      "1058 ./data//train_images/723.png\n",
      "1059 ./data//train_images/10310.png\n",
      "1060 ./data//train_images/9853.png\n",
      "1061 ./data//train_images/9379.png\n",
      "1062 ./data//train_images/8626.png\n",
      "1063 ./data//train_images/7957.png\n",
      "1064 ./data//train_images/9881.png\n",
      "1065 ./data//train_images/2600.png\n",
      "1066 ./data//train_images/10294.png\n",
      "1067 ./data//train_images/1381.png\n",
      "1068 ./data//train_images/8968.png\n",
      "1069 ./data//train_images/5364.png\n",
      "1070 ./data//train_images/6148.png\n",
      "1071 ./data//train_images/456.png\n",
      "1072 ./data//train_images/6157.png\n",
      "1073 ./data//train_images/4433.png\n",
      "1074 ./data//train_images/6943.png\n",
      "1075 ./data//train_images/8195.png\n",
      "1076 ./data//train_images/4082.png\n",
      "1077 ./data//train_images/6523.png\n",
      "1078 ./data//train_images/6434.png\n",
      "1079 ./data//train_images/5305.png\n",
      "1080 ./data//train_images/5460.png\n",
      "1081 ./data//train_images/4753.png\n",
      "1082 ./data//train_images/6004.png\n",
      "1083 ./data//train_images/6689.png\n",
      "1084 ./data//train_images/5708.png\n",
      "1085 ./data//train_images/8361.png\n",
      "1086 ./data//train_images/3005.png\n",
      "1087 ./data//train_images/3218.png\n",
      "1088 ./data//train_images/2836.png\n",
      "1089 ./data//train_images/10487.png\n",
      "1090 ./data//train_images/18.png\n",
      "1091 ./data//train_images/5565.png\n",
      "1092 ./data//train_images/5351.png\n",
      "1093 ./data//train_images/7748.png\n",
      "1094 ./data//train_images/9714.png\n",
      "1095 ./data//train_images/6176.png\n",
      "1096 ./data//train_images/8445.png\n",
      "1097 ./data//train_images/6984.png\n",
      "1098 ./data//train_images/6270.png\n",
      "1099 ./data//train_images/3563.png\n",
      "1100 ./data//train_images/6198.png\n",
      "1101 ./data//train_images/2733.png\n",
      "1102 ./data//train_images/6964.png\n",
      "1103 ./data//train_images/5853.png\n",
      "1104 ./data//train_images/10347.png\n",
      "1105 ./data//train_images/8115.png\n",
      "1106 ./data//train_images/10.png\n",
      "1107 ./data//train_images/10237.png\n",
      "1108 ./data//train_images/2155.png\n",
      "1109 ./data//train_images/6962.png\n",
      "1110 ./data//train_images/9262.png\n",
      "1111 ./data//train_images/7527.png\n",
      "1112 ./data//train_images/4361.png\n",
      "1113 ./data//train_images/4484.png\n",
      "1114 ./data//train_images/4988.png\n",
      "1115 ./data//train_images/6383.png\n",
      "1116 ./data//train_images/7190.png\n",
      "1117 ./data//train_images/4677.png\n",
      "1118 ./data//train_images/4590.png\n",
      "1119 ./data//train_images/9758.png\n",
      "1120 ./data//train_images/629.png\n",
      "1121 ./data//train_images/424.png\n",
      "1122 ./data//train_images/2835.png\n",
      "1123 ./data//train_images/3928.png\n",
      "1124 ./data//train_images/2864.png\n",
      "1125 ./data//train_images/6796.png\n",
      "1126 ./data//train_images/7077.png\n",
      "1127 ./data//train_images/5388.png\n",
      "1128 ./data//train_images/6083.png\n",
      "1129 ./data//train_images/6072.png\n",
      "1130 ./data//train_images/2403.png\n",
      "1131 ./data//train_images/2196.png\n",
      "1132 ./data//train_images/8384.png\n",
      "1133 ./data//train_images/8654.png\n",
      "1134 ./data//train_images/6520.png\n",
      "1135 ./data//train_images/9229.png\n",
      "1136 ./data//train_images/9590.png\n",
      "1137 ./data//train_images/932.png\n",
      "1138 ./data//train_images/3119.png\n",
      "1139 ./data//train_images/914.png\n",
      "1140 ./data//train_images/9017.png\n",
      "1141 ./data//train_images/8954.png\n",
      "1142 ./data//train_images/7278.png\n",
      "1143 ./data//train_images/7391.png\n",
      "1144 ./data//train_images/1152.png\n",
      "1145 ./data//train_images/6079.png\n",
      "1146 ./data//train_images/8218.png\n",
      "1147 ./data//train_images/1363.png\n",
      "1148 ./data//train_images/6153.png\n",
      "1149 ./data//train_images/6713.png\n",
      "1150 ./data//train_images/1705.png\n",
      "1151 ./data//train_images/651.png\n",
      "1152 ./data//train_images/6511.png\n",
      "1153 ./data//train_images/5782.png\n",
      "1154 ./data//train_images/3502.png\n",
      "1155 ./data//train_images/2974.png\n",
      "1156 ./data//train_images/5818.png\n",
      "1157 ./data//train_images/2675.png\n",
      "1158 ./data//train_images/7205.png\n",
      "1159 ./data//train_images/841.png\n",
      "1160 ./data//train_images/5599.png\n",
      "1161 ./data//train_images/8495.png\n",
      "1162 ./data//train_images/1915.png\n",
      "1163 ./data//train_images/2716.png\n",
      "1164 ./data//train_images/6449.png\n",
      "1165 ./data//train_images/9178.png\n",
      "1166 ./data//train_images/9791.png\n",
      "1167 ./data//train_images/6638.png\n",
      "1168 ./data//train_images/1851.png\n",
      "1169 ./data//train_images/533.png\n",
      "1170 ./data//train_images/2823.png\n",
      "1171 ./data//train_images/3435.png\n",
      "1172 ./data//train_images/3070.png\n",
      "1173 ./data//train_images/1126.png\n",
      "1174 ./data//train_images/8451.png\n",
      "1175 ./data//train_images/186.png\n",
      "1176 ./data//train_images/510.png\n",
      "1177 ./data//train_images/1107.png\n",
      "1178 ./data//train_images/6738.png\n",
      "1179 ./data//train_images/229.png\n",
      "1180 ./data//train_images/4871.png\n",
      "1181 ./data//train_images/1426.png\n",
      "1182 ./data//train_images/8944.png\n",
      "1183 ./data//train_images/4672.png\n",
      "1184 ./data//train_images/9909.png\n",
      "1185 ./data//train_images/9351.png\n",
      "1186 ./data//train_images/1473.png\n",
      "1187 ./data//train_images/3720.png\n",
      "1188 ./data//train_images/3480.png\n",
      "1189 ./data//train_images/5823.png\n",
      "1190 ./data//train_images/8257.png\n",
      "1191 ./data//train_images/5470.png\n",
      "1192 ./data//train_images/7406.png\n",
      "1193 ./data//train_images/5585.png\n",
      "1194 ./data//train_images/7958.png\n",
      "1195 ./data//train_images/1797.png\n",
      "1196 ./data//train_images/4322.png\n",
      "1197 ./data//train_images/5217.png\n",
      "1198 ./data//train_images/5021.png\n",
      "1199 ./data//train_images/3664.png\n",
      "1200 ./data//train_images/4485.png\n",
      "1201 ./data//train_images/9541.png\n",
      "1202 ./data//train_images/1589.png\n",
      "1203 ./data//train_images/1131.png\n",
      "1204 ./data//train_images/9759.png\n",
      "1205 ./data//train_images/7658.png\n",
      "1206 ./data//train_images/6686.png\n",
      "1207 ./data//train_images/6211.png\n",
      "1208 ./data//train_images/6570.png\n",
      "1209 ./data//train_images/7208.png\n",
      "1210 ./data//train_images/3693.png\n",
      "1211 ./data//train_images/9099.png\n",
      "1212 ./data//train_images/2501.png\n",
      "1213 ./data//train_images/1371.png\n",
      "1214 ./data//train_images/9304.png\n",
      "1215 ./data//train_images/2238.png\n",
      "1216 ./data//train_images/8844.png\n",
      "1217 ./data//train_images/2700.png\n",
      "1218 ./data//train_images/2139.png\n",
      "1219 ./data//train_images/7379.png\n",
      "1220 ./data//train_images/7857.png\n",
      "1221 ./data//train_images/174.png\n",
      "1222 ./data//train_images/393.png\n",
      "1223 ./data//train_images/901.png\n",
      "1224 ./data//train_images/9823.png\n",
      "1225 ./data//train_images/9818.png\n",
      "1226 ./data//train_images/4039.png\n",
      "1227 ./data//train_images/7792.png\n",
      "1228 ./data//train_images/8696.png\n",
      "1229 ./data//train_images/2539.png\n",
      "1230 ./data//train_images/7933.png\n",
      "1231 ./data//train_images/7887.png\n",
      "1232 ./data//train_images/7305.png\n",
      "1233 ./data//train_images/961.png\n",
      "1234 ./data//train_images/7133.png\n",
      "1235 ./data//train_images/1495.png\n",
      "1236 ./data//train_images/5821.png\n",
      "1237 ./data//train_images/5616.png\n",
      "1238 ./data//train_images/1799.png\n",
      "1239 ./data//train_images/10566.png\n",
      "1240 ./data//train_images/8906.png\n",
      "1241 ./data//train_images/1759.png\n",
      "1242 ./data//train_images/1570.png\n",
      "1243 ./data//train_images/6828.png\n",
      "1244 ./data//train_images/8559.png\n",
      "1245 ./data//train_images/6059.png\n",
      "1246 ./data//train_images/8181.png\n",
      "1247 ./data//train_images/818.png\n",
      "1248 ./data//train_images/2299.png\n",
      "1249 ./data//train_images/5119.png\n",
      "1250 ./data//train_images/8297.png\n",
      "1251 ./data//train_images/5733.png\n",
      "1252 ./data//train_images/3828.png\n",
      "1253 ./data//train_images/1464.png\n",
      "1254 ./data//train_images/1594.png\n",
      "1255 ./data//train_images/1072.png\n",
      "1256 ./data//train_images/6668.png\n",
      "1257 ./data//train_images/4019.png\n",
      "1258 ./data//train_images/4264.png\n",
      "1259 ./data//train_images/10203.png\n",
      "1260 ./data//train_images/3417.png\n",
      "1261 ./data//train_images/8274.png\n",
      "1262 ./data//train_images/7594.png\n",
      "1263 ./data//train_images/9969.png\n",
      "1264 ./data//train_images/8337.png\n",
      "1265 ./data//train_images/9356.png\n",
      "1266 ./data//train_images/5390.png\n",
      "1267 ./data//train_images/5080.png\n",
      "1268 ./data//train_images/2106.png\n",
      "1269 ./data//train_images/4208.png\n",
      "1270 ./data//train_images/7176.png\n",
      "1271 ./data//train_images/3528.png\n",
      "1272 ./data//train_images/10429.png\n",
      "1273 ./data//train_images/1635.png\n",
      "1274 ./data//train_images/4619.png\n",
      "1275 ./data//train_images/280.png\n",
      "1276 ./data//train_images/7558.png\n",
      "1277 ./data//train_images/372.png\n",
      "1278 ./data//train_images/8864.png\n",
      "1279 ./data//train_images/4051.png\n",
      "1280 ./data//train_images/2195.png\n",
      "1281 ./data//train_images/1725.png\n",
      "1282 ./data//train_images/9769.png\n",
      "1283 ./data//train_images/8622.png\n",
      "1284 ./data//train_images/9263.png\n",
      "1285 ./data//train_images/4635.png\n",
      "1286 ./data//train_images/8770.png\n",
      "1287 ./data//train_images/9787.png\n",
      "1288 ./data//train_images/10160.png\n",
      "1289 ./data//train_images/551.png\n",
      "1290 ./data//train_images/9821.png\n",
      "1291 ./data//train_images/720.png\n",
      "1292 ./data//train_images/2229.png\n",
      "1293 ./data//train_images/2911.png\n",
      "1294 ./data//train_images/6254.png\n",
      "1295 ./data//train_images/8756.png\n",
      "1296 ./data//train_images/1603.png\n",
      "1297 ./data//train_images/2206.png\n",
      "1298 ./data//train_images/5317.png\n",
      "1299 ./data//train_images/4426.png\n",
      "1300 ./data//train_images/9674.png\n",
      "1301 ./data//train_images/5123.png\n",
      "1302 ./data//train_images/5735.png\n",
      "1303 ./data//train_images/7581.png\n",
      "1304 ./data//train_images/173.png\n",
      "1305 ./data//train_images/6989.png\n",
      "1306 ./data//train_images/9290.png\n",
      "1307 ./data//train_images/8617.png\n",
      "1308 ./data//train_images/5691.png\n",
      "1309 ./data//train_images/3211.png\n",
      "1310 ./data//train_images/10055.png\n",
      "1311 ./data//train_images/1277.png\n",
      "1312 ./data//train_images/1901.png\n",
      "1313 ./data//train_images/3342.png\n",
      "1314 ./data//train_images/8003.png\n",
      "1315 ./data//train_images/4151.png\n",
      "1316 ./data//train_images/7012.png\n",
      "1317 ./data//train_images/8016.png\n",
      "1318 ./data//train_images/5072.png\n",
      "1319 ./data//train_images/6455.png\n",
      "1320 ./data//train_images/8865.png\n",
      "1321 ./data//train_images/140.png\n",
      "1322 ./data//train_images/9533.png\n",
      "1323 ./data//train_images/3969.png\n",
      "1324 ./data//train_images/7524.png\n",
      "1325 ./data//train_images/10032.png\n",
      "1326 ./data//train_images/6026.png\n",
      "1327 ./data//train_images/84.png\n",
      "1328 ./data//train_images/684.png\n",
      "1329 ./data//train_images/7667.png\n",
      "1330 ./data//train_images/4566.png\n",
      "1331 ./data//train_images/8657.png\n",
      "1332 ./data//train_images/7578.png\n",
      "1333 ./data//train_images/7889.png\n",
      "1334 ./data//train_images/9460.png\n",
      "1335 ./data//train_images/2809.png\n",
      "1336 ./data//train_images/1805.png\n",
      "1337 ./data//train_images/1098.png\n",
      "1338 ./data//train_images/97.png\n",
      "1339 ./data//train_images/5804.png\n",
      "1340 ./data//train_images/4676.png\n",
      "1341 ./data//train_images/2310.png\n",
      "1342 ./data//train_images/8230.png\n",
      "1343 ./data//train_images/50.png\n",
      "1344 ./data//train_images/2513.png\n",
      "1345 ./data//train_images/4239.png\n",
      "1346 ./data//train_images/9868.png\n",
      "1347 ./data//train_images/6777.png\n",
      "1348 ./data//train_images/4686.png\n",
      "1349 ./data//train_images/6494.png\n",
      "1350 ./data//train_images/10019.png\n",
      "1351 ./data//train_images/8769.png\n",
      "1352 ./data//train_images/9524.png\n",
      "1353 ./data//train_images/2588.png\n",
      "1354 ./data//train_images/3647.png\n",
      "1355 ./data//train_images/8719.png\n",
      "1356 ./data//train_images/5560.png\n",
      "1357 ./data//train_images/3494.png\n",
      "1358 ./data//train_images/7354.png\n",
      "1359 ./data//train_images/4149.png\n",
      "1360 ./data//train_images/10472.png\n",
      "1361 ./data//train_images/5753.png\n",
      "1362 ./data//train_images/7252.png\n",
      "1363 ./data//train_images/6789.png\n",
      "1364 ./data//train_images/2352.png\n",
      "1365 ./data//train_images/4604.png\n",
      "1366 ./data//train_images/5543.png\n",
      "1367 ./data//train_images/4234.png\n",
      "1368 ./data//train_images/5428.png\n",
      "1369 ./data//train_images/9794.png\n",
      "1370 ./data//train_images/9601.png\n",
      "1371 ./data//train_images/9609.png\n",
      "1372 ./data//train_images/4311.png\n",
      "1373 ./data//train_images/7972.png\n",
      "1374 ./data//train_images/7652.png\n",
      "1375 ./data//train_images/8604.png\n",
      "1376 ./data//train_images/661.png\n",
      "1377 ./data//train_images/10539.png\n",
      "1378 ./data//train_images/2410.png\n",
      "1379 ./data//train_images/4924.png\n",
      "1380 ./data//train_images/6661.png\n",
      "1381 ./data//train_images/949.png\n",
      "1382 ./data//train_images/4085.png\n",
      "1383 ./data//train_images/1910.png\n",
      "1384 ./data//train_images/1206.png\n",
      "1385 ./data//train_images/2041.png\n",
      "1386 ./data//train_images/3163.png\n",
      "1387 ./data//train_images/4668.png\n",
      "1388 ./data//train_images/9083.png\n",
      "1389 ./data//train_images/3331.png\n",
      "1390 ./data//train_images/3952.png\n",
      "1391 ./data//train_images/7050.png\n",
      "1392 ./data//train_images/1645.png\n",
      "1393 ./data//train_images/1407.png\n",
      "1394 ./data//train_images/7034.png\n",
      "1395 ./data//train_images/5660.png\n",
      "1396 ./data//train_images/8237.png\n",
      "1397 ./data//train_images/4646.png\n",
      "1398 ./data//train_images/10571.png\n",
      "1399 ./data//train_images/4780.png\n",
      "1400 ./data//train_images/8640.png\n",
      "1401 ./data//train_images/9499.png\n",
      "1402 ./data//train_images/9698.png\n",
      "1403 ./data//train_images/2728.png\n",
      "1404 ./data//train_images/6632.png\n",
      "1405 ./data//train_images/7824.png\n",
      "1406 ./data//train_images/2231.png\n",
      "1407 ./data//train_images/9695.png\n",
      "1408 ./data//train_images/8868.png\n",
      "1409 ./data//train_images/6184.png\n",
      "1410 ./data//train_images/9944.png\n",
      "1411 ./data//train_images/10447.png\n",
      "1412 ./data//train_images/5563.png\n",
      "1413 ./data//train_images/2816.png\n",
      "1414 ./data//train_images/5052.png\n",
      "1415 ./data//train_images/8749.png\n",
      "1416 ./data//train_images/7435.png\n",
      "1417 ./data//train_images/8818.png\n",
      "1418 ./data//train_images/376.png\n",
      "1419 ./data//train_images/9677.png\n",
      "1420 ./data//train_images/4373.png\n",
      "1421 ./data//train_images/3332.png\n",
      "1422 ./data//train_images/6577.png\n",
      "1423 ./data//train_images/8259.png\n",
      "1424 ./data//train_images/6182.png\n",
      "1425 ./data//train_images/4867.png\n",
      "1426 ./data//train_images/1468.png\n",
      "1427 ./data//train_images/9755.png\n",
      "1428 ./data//train_images/3618.png\n",
      "1429 ./data//train_images/617.png\n",
      "1430 ./data//train_images/2485.png\n",
      "1431 ./data//train_images/1285.png\n",
      "1432 ./data//train_images/1660.png\n",
      "1433 ./data//train_images/5981.png\n",
      "1434 ./data//train_images/4156.png\n",
      "1435 ./data//train_images/4285.png\n",
      "1436 ./data//train_images/5657.png\n",
      "1437 ./data//train_images/8866.png\n",
      "1438 ./data//train_images/10346.png\n",
      "1439 ./data//train_images/9526.png\n",
      "1440 ./data//train_images/3473.png\n",
      "1441 ./data//train_images/8363.png\n",
      "1442 ./data//train_images/5964.png\n",
      "1443 ./data//train_images/4014.png\n",
      "1444 ./data//train_images/1247.png\n",
      "1445 ./data//train_images/7995.png\n",
      "1446 ./data//train_images/4781.png\n",
      "1447 ./data//train_images/10376.png\n",
      "1448 ./data//train_images/10326.png\n",
      "1449 ./data//train_images/3830.png\n",
      "1450 ./data//train_images/7607.png\n",
      "1451 ./data//train_images/5625.png\n",
      "1452 ./data//train_images/2556.png\n",
      "1453 ./data//train_images/1862.png\n",
      "1454 ./data//train_images/3901.png\n",
      "1455 ./data//train_images/6396.png\n",
      "1456 ./data//train_images/10387.png\n",
      "1457 ./data//train_images/4272.png\n",
      "1458 ./data//train_images/3899.png\n",
      "1459 ./data//train_images/3703.png\n",
      "1460 ./data//train_images/3791.png\n",
      "1461 ./data//train_images/9249.png\n",
      "1462 ./data//train_images/7405.png\n",
      "1463 ./data//train_images/4131.png\n",
      "1464 ./data//train_images/9218.png\n",
      "1465 ./data//train_images/3558.png\n",
      "1466 ./data//train_images/1833.png\n",
      "1467 ./data//train_images/9165.png\n",
      "1468 ./data//train_images/5864.png\n",
      "1469 ./data//train_images/4739.png\n",
      "1470 ./data//train_images/292.png\n",
      "1471 ./data//train_images/9359.png\n",
      "1472 ./data//train_images/2339.png\n",
      "1473 ./data//train_images/10382.png\n",
      "1474 ./data//train_images/10494.png\n",
      "1475 ./data//train_images/6081.png\n",
      "1476 ./data//train_images/1590.png\n",
      "1477 ./data//train_images/4254.png\n",
      "1478 ./data//train_images/3658.png\n",
      "1479 ./data//train_images/5618.png\n",
      "1480 ./data//train_images/6330.png\n",
      "1481 ./data//train_images/564.png\n",
      "1482 ./data//train_images/1302.png\n",
      "1483 ./data//train_images/10050.png\n",
      "1484 ./data//train_images/3998.png\n",
      "1485 ./data//train_images/8706.png\n",
      "1486 ./data//train_images/1175.png\n",
      "1487 ./data//train_images/2783.png\n",
      "1488 ./data//train_images/1869.png\n",
      "1489 ./data//train_images/9347.png\n",
      "1490 ./data//train_images/3221.png\n",
      "1491 ./data//train_images/4395.png\n",
      "1492 ./data//train_images/9329.png\n",
      "1493 ./data//train_images/4003.png\n",
      "1494 ./data//train_images/3341.png\n",
      "1495 ./data//train_images/3665.png\n",
      "1496 ./data//train_images/6845.png\n",
      "1497 ./data//train_images/4107.png\n",
      "1498 ./data//train_images/703.png\n",
      "1499 ./data//train_images/9444.png\n",
      "1500 ./data//train_images/1982.png\n",
      "1501 ./data//train_images/2050.png\n",
      "1502 ./data//train_images/9264.png\n",
      "1503 ./data//train_images/5503.png\n",
      "1504 ./data//train_images/9613.png\n",
      "1505 ./data//train_images/7340.png\n",
      "1506 ./data//train_images/3880.png\n",
      "1507 ./data//train_images/6743.png\n",
      "1508 ./data//train_images/9825.png\n",
      "1509 ./data//train_images/3439.png\n",
      "1510 ./data//train_images/5549.png\n",
      "1511 ./data//train_images/9588.png\n",
      "1512 ./data//train_images/10312.png\n",
      "1513 ./data//train_images/8402.png\n",
      "1514 ./data//train_images/10194.png\n",
      "1515 ./data//train_images/5073.png\n",
      "1516 ./data//train_images/6974.png\n",
      "1517 ./data//train_images/77.png\n",
      "1518 ./data//train_images/3723.png\n",
      "1519 ./data//train_images/1656.png\n",
      "1520 ./data//train_images/5039.png\n",
      "1521 ./data//train_images/9316.png\n",
      "1522 ./data//train_images/10221.png\n",
      "1523 ./data//train_images/9583.png\n",
      "1524 ./data//train_images/402.png\n",
      "1525 ./data//train_images/8724.png\n",
      "1526 ./data//train_images/4681.png\n",
      "1527 ./data//train_images/3936.png\n",
      "1528 ./data//train_images/9003.png\n",
      "1529 ./data//train_images/7801.png\n",
      "1530 ./data//train_images/9373.png\n",
      "1531 ./data//train_images/9413.png\n",
      "1532 ./data//train_images/5621.png\n",
      "1533 ./data//train_images/1061.png\n",
      "1534 ./data//train_images/1446.png\n",
      "1535 ./data//train_images/1993.png\n",
      "1536 ./data//train_images/1496.png\n",
      "1537 ./data//train_images/8009.png\n",
      "1538 ./data//train_images/4268.png\n",
      "1539 ./data//train_images/8100.png\n",
      "1540 ./data//train_images/3986.png\n",
      "1541 ./data//train_images/3695.png\n",
      "1542 ./data//train_images/3048.png\n",
      "1543 ./data//train_images/10108.png\n",
      "1544 ./data//train_images/7534.png\n",
      "1545 ./data//train_images/3824.png\n",
      "1546 ./data//train_images/277.png\n",
      "1547 ./data//train_images/9838.png\n",
      "1548 ./data//train_images/5432.png\n",
      "1549 ./data//train_images/10252.png\n",
      "1550 ./data//train_images/9105.png\n",
      "1551 ./data//train_images/2687.png\n",
      "1552 ./data//train_images/345.png\n",
      "1553 ./data//train_images/6407.png\n",
      "1554 ./data//train_images/1661.png\n",
      "1555 ./data//train_images/5401.png\n",
      "1556 ./data//train_images/10201.png\n",
      "1557 ./data//train_images/3315.png\n",
      "1558 ./data//train_images/1186.png\n",
      "1559 ./data//train_images/2412.png\n",
      "1560 ./data//train_images/4614.png\n",
      "1561 ./data//train_images/2616.png\n",
      "1562 ./data//train_images/7294.png\n",
      "1563 ./data//train_images/5417.png\n",
      "1564 ./data//train_images/7925.png\n",
      "1565 ./data//train_images/2204.png\n",
      "1566 ./data//train_images/4934.png\n",
      "1567 ./data//train_images/7328.png\n",
      "1568 ./data//train_images/489.png\n",
      "1569 ./data//train_images/1728.png\n",
      "1570 ./data//train_images/3758.png\n",
      "1571 ./data//train_images/53.png\n",
      "1572 ./data//train_images/6360.png\n",
      "1573 ./data//train_images/6045.png\n",
      "1574 ./data//train_images/1063.png\n",
      "1575 ./data//train_images/9488.png\n",
      "1576 ./data//train_images/6936.png\n",
      "1577 ./data//train_images/3638.png\n",
      "1578 ./data//train_images/2924.png\n",
      "1579 ./data//train_images/4795.png\n",
      "1580 ./data//train_images/8183.png\n",
      "1581 ./data//train_images/8568.png\n",
      "1582 ./data//train_images/7217.png\n",
      "1583 ./data//train_images/5979.png\n",
      "1584 ./data//train_images/4115.png\n",
      "1585 ./data//train_images/2349.png\n",
      "1586 ./data//train_images/7901.png\n",
      "1587 ./data//train_images/8798.png\n",
      "1588 ./data//train_images/7111.png\n",
      "1589 ./data//train_images/9260.png\n",
      "1590 ./data//train_images/5620.png\n",
      "1591 ./data//train_images/2201.png\n",
      "1592 ./data//train_images/10455.png\n",
      "1593 ./data//train_images/5910.png\n",
      "1594 ./data//train_images/8645.png\n",
      "1595 ./data//train_images/9415.png\n",
      "1596 ./data//train_images/2408.png\n",
      "1597 ./data//train_images/1997.png\n",
      "1598 ./data//train_images/2158.png\n",
      "1599 ./data//train_images/9275.png\n",
      "1600 ./data//train_images/331.png\n",
      "1601 ./data//train_images/1037.png\n",
      "1602 ./data//train_images/6664.png\n",
      "1603 ./data//train_images/7272.png\n",
      "1604 ./data//train_images/8393.png\n",
      "1605 ./data//train_images/3796.png\n",
      "1606 ./data//train_images/9250.png\n",
      "1607 ./data//train_images/6528.png\n",
      "1608 ./data//train_images/912.png\n",
      "1609 ./data//train_images/2287.png\n",
      "1610 ./data//train_images/8202.png\n",
      "1611 ./data//train_images/6445.png\n",
      "1612 ./data//train_images/10171.png\n",
      "1613 ./data//train_images/10381.png\n",
      "1614 ./data//train_images/8184.png\n",
      "1615 ./data//train_images/6526.png\n",
      "1616 ./data//train_images/10006.png\n",
      "1617 ./data//train_images/6591.png\n",
      "1618 ./data//train_images/6135.png\n",
      "1619 ./data//train_images/2980.png\n",
      "1620 ./data//train_images/2260.png\n",
      "1621 ./data//train_images/2977.png\n",
      "1622 ./data//train_images/2890.png\n",
      "1623 ./data//train_images/2735.png\n",
      "1624 ./data//train_images/10197.png\n",
      "1625 ./data//train_images/1417.png\n",
      "1626 ./data//train_images/6634.png\n",
      "1627 ./data//train_images/6857.png\n",
      "1628 ./data//train_images/2720.png\n",
      "1629 ./data//train_images/10403.png\n",
      "1630 ./data//train_images/7880.png\n",
      "1631 ./data//train_images/6763.png\n",
      "1632 ./data//train_images/6519.png\n",
      "1633 ./data//train_images/9065.png\n",
      "1634 ./data//train_images/7795.png\n",
      "1635 ./data//train_images/3574.png\n",
      "1636 ./data//train_images/3848.png\n",
      "1637 ./data//train_images/3978.png\n",
      "1638 ./data//train_images/7344.png\n",
      "1639 ./data//train_images/5990.png\n",
      "1640 ./data//train_images/9718.png\n",
      "1641 ./data//train_images/7831.png\n",
      "1642 ./data//train_images/1187.png\n",
      "1643 ./data//train_images/4716.png\n",
      "1644 ./data//train_images/1000.png\n",
      "1645 ./data//train_images/2300.png\n",
      "1646 ./data//train_images/5639.png\n",
      "1647 ./data//train_images/5431.png\n",
      "1648 ./data//train_images/6756.png\n",
      "1649 ./data//train_images/2534.png\n",
      "1650 ./data//train_images/5026.png\n",
      "1651 ./data//train_images/6721.png\n",
      "1652 ./data//train_images/1286.png\n",
      "1653 ./data//train_images/9983.png\n",
      "1654 ./data//train_images/9151.png\n",
      "1655 ./data//train_images/2157.png\n",
      "1656 ./data//train_images/8479.png\n",
      "1657 ./data//train_images/6126.png\n",
      "1658 ./data//train_images/2499.png\n",
      "1659 ./data//train_images/6672.png\n",
      "1660 ./data//train_images/118.png\n",
      "1661 ./data//train_images/7948.png\n",
      "1662 ./data//train_images/1568.png\n",
      "1663 ./data//train_images/335.png\n",
      "1664 ./data//train_images/6133.png\n",
      "1665 ./data//train_images/8314.png\n",
      "1666 ./data//train_images/439.png\n",
      "1667 ./data//train_images/10247.png\n",
      "1668 ./data//train_images/1575.png\n",
      "1669 ./data//train_images/5003.png\n",
      "1670 ./data//train_images/5534.png\n",
      "1671 ./data//train_images/6883.png\n",
      "1672 ./data//train_images/4313.png\n",
      "1673 ./data//train_images/7474.png\n",
      "1674 ./data//train_images/5399.png\n",
      "1675 ./data//train_images/6163.png\n",
      "1676 ./data//train_images/9829.png\n",
      "1677 ./data//train_images/1317.png\n",
      "1678 ./data//train_images/2916.png\n",
      "1679 ./data//train_images/7261.png\n",
      "1680 ./data//train_images/8792.png\n",
      "1681 ./data//train_images/3089.png\n",
      "1682 ./data//train_images/1084.png\n",
      "1683 ./data//train_images/5686.png\n",
      "1684 ./data//train_images/3944.png\n",
      "1685 ./data//train_images/7644.png\n",
      "1686 ./data//train_images/476.png\n",
      "1687 ./data//train_images/10342.png\n",
      "1688 ./data//train_images/10320.png\n",
      "1689 ./data//train_images/5142.png\n",
      "1690 ./data//train_images/3420.png\n",
      "1691 ./data//train_images/7533.png\n",
      "1692 ./data//train_images/516.png\n",
      "1693 ./data//train_images/7039.png\n",
      "1694 ./data//train_images/3675.png\n",
      "1695 ./data//train_images/7440.png\n",
      "1696 ./data//train_images/3311.png\n",
      "1697 ./data//train_images/10049.png\n",
      "1698 ./data//train_images/3213.png\n",
      "1699 ./data//train_images/3436.png\n",
      "1700 ./data//train_images/6342.png\n",
      "1701 ./data//train_images/4419.png\n",
      "1702 ./data//train_images/4260.png\n",
      "1703 ./data//train_images/1883.png\n",
      "1704 ./data//train_images/2983.png\n",
      "1705 ./data//train_images/6604.png\n",
      "1706 ./data//train_images/925.png\n",
      "1707 ./data//train_images/6425.png\n",
      "1708 ./data//train_images/5904.png\n",
      "1709 ./data//train_images/4081.png\n",
      "1710 ./data//train_images/3377.png\n",
      "1711 ./data//train_images/9807.png\n",
      "1712 ./data//train_images/5315.png\n",
      "1713 ./data//train_images/984.png\n",
      "1714 ./data//train_images/6287.png\n",
      "1715 ./data//train_images/4232.png\n",
      "1716 ./data//train_images/5590.png\n",
      "1717 ./data//train_images/6441.png\n",
      "1718 ./data//train_images/6945.png\n",
      "1719 ./data//train_images/766.png\n",
      "1720 ./data//train_images/3710.png\n",
      "1721 ./data//train_images/3393.png\n",
      "1722 ./data//train_images/7275.png\n",
      "1723 ./data//train_images/4420.png\n",
      "1724 ./data//train_images/2333.png\n",
      "1725 ./data//train_images/1327.png\n",
      "1726 ./data//train_images/8499.png\n",
      "1727 ./data//train_images/3989.png\n",
      "1728 ./data//train_images/2607.png\n",
      "1729 ./data//train_images/10430.png\n",
      "1730 ./data//train_images/10451.png\n",
      "1731 ./data//train_images/8991.png\n",
      "1732 ./data//train_images/5395.png\n",
      "1733 ./data//train_images/10207.png\n",
      "1734 ./data//train_images/7333.png\n",
      "1735 ./data//train_images/7821.png\n",
      "1736 ./data//train_images/379.png\n",
      "1737 ./data//train_images/6032.png\n",
      "1738 ./data//train_images/1787.png\n",
      "1739 ./data//train_images/9032.png\n",
      "1740 ./data//train_images/4949.png\n",
      "1741 ./data//train_images/8634.png\n",
      "1742 ./data//train_images/8592.png\n",
      "1743 ./data//train_images/4825.png\n",
      "1744 ./data//train_images/433.png\n",
      "1745 ./data//train_images/9631.png\n",
      "1746 ./data//train_images/4223.png\n",
      "1747 ./data//train_images/821.png\n",
      "1748 ./data//train_images/582.png\n",
      "1749 ./data//train_images/6304.png\n",
      "1750 ./data//train_images/3662.png\n",
      "1751 ./data//train_images/3963.png\n",
      "1752 ./data//train_images/6151.png\n",
      "1753 ./data//train_images/7988.png\n",
      "1754 ./data//train_images/8456.png\n",
      "1755 ./data//train_images/2108.png\n",
      "1756 ./data//train_images/9477.png\n",
      "1757 ./data//train_images/6958.png\n",
      "1758 ./data//train_images/8143.png\n",
      "1759 ./data//train_images/2883.png\n",
      "1760 ./data//train_images/7330.png\n",
      "1761 ./data//train_images/4568.png\n",
      "1762 ./data//train_images/2088.png\n",
      "1763 ./data//train_images/6922.png\n",
      "1764 ./data//train_images/10164.png\n",
      "1765 ./data//train_images/8587.png\n",
      "1766 ./data//train_images/4543.png\n",
      "1767 ./data//train_images/5886.png\n",
      "1768 ./data//train_images/527.png\n",
      "1769 ./data//train_images/5675.png\n",
      "1770 ./data//train_images/9248.png\n",
      "1771 ./data//train_images/4357.png\n",
      "1772 ./data//train_images/10563.png\n",
      "1773 ./data//train_images/2907.png\n",
      "1774 ./data//train_images/8387.png\n",
      "1775 ./data//train_images/657.png\n",
      "1776 ./data//train_images/85.png\n",
      "1777 ./data//train_images/7959.png\n",
      "1778 ./data//train_images/2493.png\n",
      "1779 ./data//train_images/3467.png\n",
      "1780 ./data//train_images/739.png\n",
      "1781 ./data//train_images/2804.png\n",
      "1782 ./data//train_images/1990.png\n",
      "1783 ./data//train_images/6282.png\n",
      "1784 ./data//train_images/2262.png\n",
      "1785 ./data//train_images/7976.png\n",
      "1786 ./data//train_images/9518.png\n",
      "1787 ./data//train_images/8460.png\n",
      "1788 ./data//train_images/5659.png\n",
      "1789 ./data//train_images/1382.png\n",
      "1790 ./data//train_images/3184.png\n",
      "1791 ./data//train_images/1577.png\n",
      "1792 ./data//train_images/9402.png\n",
      "1793 ./data//train_images/5273.png\n",
      "1794 ./data//train_images/1737.png\n",
      "1795 ./data//train_images/6399.png\n",
      "1796 ./data//train_images/361.png\n",
      "1797 ./data//train_images/2989.png\n",
      "1798 ./data//train_images/1271.png\n",
      "1799 ./data//train_images/177.png\n",
      "1800 ./data//train_images/321.png\n",
      "1801 ./data//train_images/3568.png\n",
      "1802 ./data//train_images/1549.png\n",
      "1803 ./data//train_images/5166.png\n",
      "1804 ./data//train_images/7636.png\n",
      "1805 ./data//train_images/3094.png\n",
      "1806 ./data//train_images/10375.png\n",
      "1807 ./data//train_images/2724.png\n",
      "1808 ./data//train_images/6410.png\n",
      "1809 ./data//train_images/7342.png\n",
      "1810 ./data//train_images/6695.png\n",
      "1811 ./data//train_images/3384.png\n",
      "1812 ./data//train_images/4827.png\n",
      "1813 ./data//train_images/7439.png\n",
      "1814 ./data//train_images/9530.png\n",
      "1815 ./data//train_images/9730.png\n",
      "1816 ./data//train_images/8079.png\n",
      "1817 ./data//train_images/9208.png\n",
      "1818 ./data//train_images/5408.png\n",
      "1819 ./data//train_images/6000.png\n",
      "1820 ./data//train_images/7011.png\n",
      "1821 ./data//train_images/2452.png\n",
      "1822 ./data//train_images/4046.png\n",
      "1823 ./data//train_images/7707.png\n",
      "1824 ./data//train_images/3841.png\n",
      "1825 ./data//train_images/5604.png\n",
      "1826 ./data//train_images/1420.png\n",
      "1827 ./data//train_images/3792.png\n",
      "1828 ./data//train_images/1472.png\n",
      "1829 ./data//train_images/9806.png\n",
      "1830 ./data//train_images/10163.png\n",
      "1831 ./data//train_images/6162.png\n",
      "1832 ./data//train_images/4989.png\n",
      "1833 ./data//train_images/1367.png\n",
      "1834 ./data//train_images/7112.png\n",
      "1835 ./data//train_images/9939.png\n",
      "1836 ./data//train_images/6554.png\n",
      "1837 ./data//train_images/6322.png\n",
      "1838 ./data//train_images/9571.png\n",
      "1839 ./data//train_images/6970.png\n",
      "1840 ./data//train_images/8447.png\n",
      "1841 ./data//train_images/2505.png\n",
      "1842 ./data//train_images/3721.png\n",
      "1843 ./data//train_images/10236.png\n",
      "1844 ./data//train_images/8967.png\n",
      "1845 ./data//train_images/5724.png\n",
      "1846 ./data//train_images/8037.png\n",
      "1847 ./data//train_images/7255.png\n",
      "1848 ./data//train_images/7152.png\n",
      "1849 ./data//train_images/9021.png\n",
      "1850 ./data//train_images/360.png\n",
      "1851 ./data//train_images/544.png\n",
      "1852 ./data//train_images/431.png\n",
      "1853 ./data//train_images/1325.png\n",
      "1854 ./data//train_images/9417.png\n",
      "1855 ./data//train_images/9090.png\n",
      "1856 ./data//train_images/6436.png\n",
      "1857 ./data//train_images/985.png\n",
      "1858 ./data//train_images/2834.png\n",
      "1859 ./data//train_images/4529.png\n",
      "1860 ./data//train_images/5701.png\n",
      "1861 ./data//train_images/2171.png\n",
      "1862 ./data//train_images/3265.png\n",
      "1863 ./data//train_images/5423.png\n",
      "1864 ./data//train_images/6761.png\n",
      "1865 ./data//train_images/7329.png\n",
      "1866 ./data//train_images/6334.png\n",
      "1867 ./data//train_images/1257.png\n",
      "1868 ./data//train_images/322.png\n",
      "1869 ./data//train_images/8155.png\n",
      "1870 ./data//train_images/1344.png\n",
      "1871 ./data//train_images/9213.png\n",
      "1872 ./data//train_images/1270.png\n",
      "1873 ./data//train_images/5601.png\n",
      "1874 ./data//train_images/6264.png\n",
      "1875 ./data//train_images/3834.png\n",
      "1876 ./data//train_images/3933.png\n",
      "1877 ./data//train_images/7164.png\n",
      "1878 ./data//train_images/5250.png\n",
      "1879 ./data//train_images/7492.png\n",
      "1880 ./data//train_images/1605.png\n",
      "1881 ./data//train_images/4996.png\n",
      "1882 ./data//train_images/3640.png\n",
      "1883 ./data//train_images/6242.png\n",
      "1884 ./data//train_images/2036.png\n",
      "1885 ./data//train_images/7882.png\n",
      "1886 ./data//train_images/4172.png\n",
      "1887 ./data//train_images/10254.png\n",
      "1888 ./data//train_images/10275.png\n",
      "1889 ./data//train_images/3353.png\n",
      "1890 ./data//train_images/2546.png\n",
      "1891 ./data//train_images/3454.png\n",
      "1892 ./data//train_images/5932.png\n",
      "1893 ./data//train_images/2828.png\n",
      "1894 ./data//train_images/3817.png\n",
      "1895 ./data//train_images/2637.png\n",
      "1896 ./data//train_images/3329.png\n",
      "1897 ./data//train_images/6348.png\n",
      "1898 ./data//train_images/7619.png\n",
      "1899 ./data//train_images/4414.png\n",
      "1900 ./data//train_images/9423.png\n",
      "1901 ./data//train_images/139.png\n",
      "1902 ./data//train_images/2913.png\n",
      "1903 ./data//train_images/10321.png\n",
      "1904 ./data//train_images/624.png\n",
      "1905 ./data//train_images/7817.png\n",
      "1906 ./data//train_images/10005.png\n",
      "1907 ./data//train_images/9224.png\n",
      "1908 ./data//train_images/4196.png\n",
      "1909 ./data//train_images/1679.png\n",
      "1910 ./data//train_images/8637.png\n",
      "1911 ./data//train_images/717.png\n",
      "1912 ./data//train_images/6321.png\n",
      "1913 ./data//train_images/7055.png\n",
      "1914 ./data//train_images/9057.png\n",
      "1915 ./data//train_images/4072.png\n",
      "1916 ./data//train_images/9506.png\n",
      "1917 ./data//train_images/7457.png\n",
      "1918 ./data//train_images/9706.png\n",
      "1919 ./data//train_images/2939.png\n",
      "1920 ./data//train_images/4215.png\n",
      "1921 ./data//train_images/659.png\n",
      "1922 ./data//train_images/9133.png\n",
      "1923 ./data//train_images/3455.png\n",
      "1924 ./data//train_images/9888.png\n",
      "1925 ./data//train_images/1263.png\n",
      "1926 ./data//train_images/4650.png\n",
      "1927 ./data//train_images/1237.png\n",
      "1928 ./data//train_images/7804.png\n",
      "1929 ./data//train_images/2666.png\n",
      "1930 ./data//train_images/3038.png\n",
      "1931 ./data//train_images/9237.png\n",
      "1932 ./data//train_images/10085.png\n",
      "1933 ./data//train_images/8131.png\n",
      "1934 ./data//train_images/6349.png\n",
      "1935 ./data//train_images/6106.png\n",
      "1936 ./data//train_images/1151.png\n",
      "1937 ./data//train_images/3134.png\n",
      "1938 ./data//train_images/9935.png\n",
      "1939 ./data//train_images/9876.png\n",
      "1940 ./data//train_images/5340.png\n",
      "1941 ./data//train_images/8076.png\n",
      "1942 ./data//train_images/9205.png\n",
      "1943 ./data//train_images/4580.png\n",
      "1944 ./data//train_images/7154.png\n",
      "1945 ./data//train_images/2176.png\n",
      "1946 ./data//train_images/5773.png\n",
      "1947 ./data//train_images/4473.png\n",
      "1948 ./data//train_images/221.png\n",
      "1949 ./data//train_images/2281.png\n",
      "1950 ./data//train_images/2764.png\n",
      "1951 ./data//train_images/1349.png\n",
      "1952 ./data//train_images/5183.png\n",
      "1953 ./data//train_images/8000.png\n",
      "1954 ./data//train_images/7469.png\n",
      "1955 ./data//train_images/10216.png\n",
      "1956 ./data//train_images/9557.png\n",
      "1957 ./data//train_images/1488.png\n",
      "1958 ./data//train_images/10009.png\n",
      "1959 ./data//train_images/4040.png\n",
      "1960 ./data//train_images/5939.png\n",
      "1961 ./data//train_images/7761.png\n",
      "1962 ./data//train_images/10383.png\n",
      "1963 ./data//train_images/6152.png\n",
      "1964 ./data//train_images/5087.png\n",
      "1965 ./data//train_images/10469.png\n",
      "1966 ./data//train_images/10260.png\n",
      "1967 ./data//train_images/6795.png\n",
      "1968 ./data//train_images/2038.png\n",
      "1969 ./data//train_images/2962.png\n",
      "1970 ./data//train_images/3731.png\n",
      "1971 ./data//train_images/10119.png\n",
      "1972 ./data//train_images/3940.png\n",
      "1973 ./data//train_images/4888.png\n",
      "1974 ./data//train_images/2780.png\n",
      "1975 ./data//train_images/3388.png\n",
      "1976 ./data//train_images/8444.png\n",
      "1977 ./data//train_images/6245.png\n",
      "1978 ./data//train_images/3752.png\n",
      "1979 ./data//train_images/7687.png\n",
      "1980 ./data//train_images/8488.png\n",
      "1981 ./data//train_images/1544.png\n",
      "1982 ./data//train_images/3711.png\n",
      "1983 ./data//train_images/4706.png\n",
      "1984 ./data//train_images/1546.png\n",
      "1985 ./data//train_images/9246.png\n",
      "1986 ./data//train_images/2796.png\n",
      "1987 ./data//train_images/6759.png\n",
      "1988 ./data//train_images/1326.png\n",
      "1989 ./data//train_images/5083.png\n",
      "1990 ./data//train_images/5995.png\n",
      "1991 ./data//train_images/3553.png\n",
      "1992 ./data//train_images/10333.png\n",
      "1993 ./data//train_images/4583.png\n",
      "1994 ./data//train_images/6088.png\n",
      "1995 ./data//train_images/2923.png\n",
      "1996 ./data//train_images/2544.png\n",
      "1997 ./data//train_images/3531.png\n",
      "1998 ./data//train_images/919.png\n",
      "1999 ./data//train_images/1322.png\n",
      "2000 ./data//train_images/907.png\n",
      "2001 ./data//train_images/5235.png\n",
      "2002 ./data//train_images/8955.png\n",
      "2003 ./data//train_images/6683.png\n",
      "2004 ./data//train_images/5378.png\n",
      "2005 ./data//train_images/2037.png\n",
      "2006 ./data//train_images/7811.png\n",
      "2007 ./data//train_images/1366.png\n",
      "2008 ./data//train_images/3712.png\n",
      "2009 ./data//train_images/6377.png\n",
      "2010 ./data//train_images/3259.png\n",
      "2011 ./data//train_images/4940.png\n",
      "2012 ./data//train_images/7204.png\n",
      "2013 ./data//train_images/6692.png\n",
      "2014 ./data//train_images/2812.png\n",
      "2015 ./data//train_images/6048.png\n",
      "2016 ./data//train_images/1014.png\n",
      "2017 ./data//train_images/8535.png\n",
      "2018 ./data//train_images/5499.png\n",
      "2019 ./data//train_images/2718.png\n",
      "2020 ./data//train_images/10457.png\n",
      "2021 ./data//train_images/9430.png\n",
      "2022 ./data//train_images/767.png\n",
      "2023 ./data//train_images/2282.png\n",
      "2024 ./data//train_images/6752.png\n",
      "2025 ./data//train_images/246.png\n",
      "2026 ./data//train_images/4442.png\n",
      "2027 ./data//train_images/780.png\n",
      "2028 ./data//train_images/6333.png\n",
      "2029 ./data//train_images/2699.png\n",
      "2030 ./data//train_images/6909.png\n",
      "2031 ./data//train_images/6085.png\n",
      "2032 ./data//train_images/4024.png\n",
      "2033 ./data//train_images/2273.png\n",
      "2034 ./data//train_images/8013.png\n",
      "2035 ./data//train_images/2597.png\n",
      "2036 ./data//train_images/4511.png\n",
      "2037 ./data//train_images/1711.png\n",
      "2038 ./data//train_images/3479.png\n",
      "2039 ./data//train_images/6005.png\n",
      "2040 ./data//train_images/10441.png\n",
      "2041 ./data//train_images/5170.png\n",
      "2042 ./data//train_images/8364.png\n",
      "2043 ./data//train_images/4023.png\n",
      "2044 ./data//train_images/5152.png\n",
      "2045 ./data//train_images/8012.png\n",
      "2046 ./data//train_images/6744.png\n",
      "2047 ./data//train_images/10440.png\n",
      "2048 ./data//train_images/8852.png\n",
      "2049 ./data//train_images/9069.png\n",
      "2050 ./data//train_images/8925.png\n",
      "2051 ./data//train_images/4884.png\n",
      "2052 ./data//train_images/7141.png\n",
      "2053 ./data//train_images/4589.png\n",
      "2054 ./data//train_images/1879.png\n",
      "2055 ./data//train_images/3137.png\n",
      "2056 ./data//train_images/980.png\n",
      "2057 ./data//train_images/7800.png\n",
      "2058 ./data//train_images/10552.png\n",
      "2059 ./data//train_images/8190.png\n",
      "2060 ./data//train_images/8533.png\n",
      "2061 ./data//train_images/6327.png\n",
      "2062 ./data//train_images/7286.png\n",
      "2063 ./data//train_images/7269.png\n",
      "2064 ./data//train_images/7239.png\n",
      "2065 ./data//train_images/2647.png\n",
      "2066 ./data//train_images/2191.png\n",
      "2067 ./data//train_images/9622.png\n",
      "2068 ./data//train_images/6755.png\n",
      "2069 ./data//train_images/5211.png\n",
      "2070 ./data//train_images/853.png\n",
      "2071 ./data//train_images/4146.png\n",
      "2072 ./data//train_images/6488.png\n",
      "2073 ./data//train_images/4593.png\n",
      "2074 ./data//train_images/5302.png\n",
      "2075 ./data//train_images/9190.png\n",
      "2076 ./data//train_images/1334.png\n",
      "2077 ./data//train_images/1238.png\n",
      "2078 ./data//train_images/9352.png\n",
      "2079 ./data//train_images/8548.png\n",
      "2080 ./data//train_images/1170.png\n",
      "2081 ./data//train_images/1490.png\n",
      "2082 ./data//train_images/9115.png\n",
      "2083 ./data//train_images/5330.png\n",
      "2084 ./data//train_images/194.png\n",
      "2085 ./data//train_images/3639.png\n",
      "2086 ./data//train_images/3956.png\n",
      "2087 ./data//train_images/3133.png\n",
      "2088 ./data//train_images/5204.png\n",
      "2089 ./data//train_images/9615.png\n",
      "2090 ./data//train_images/5974.png\n",
      "2091 ./data//train_images/6080.png\n",
      "2092 ./data//train_images/641.png\n",
      "2093 ./data//train_images/9692.png\n",
      "2094 ./data//train_images/503.png\n",
      "2095 ./data//train_images/2283.png\n",
      "2096 ./data//train_images/4999.png\n",
      "2097 ./data//train_images/3920.png\n",
      "2098 ./data//train_images/7844.png\n",
      "2099 ./data//train_images/4608.png\n",
      "2100 ./data//train_images/7827.png\n",
      "2101 ./data//train_images/358.png\n",
      "2102 ./data//train_images/4695.png\n",
      "2103 ./data//train_images/7468.png\n",
      "2104 ./data//train_images/3466.png\n",
      "2105 ./data//train_images/10284.png\n",
      "2106 ./data//train_images/9436.png\n",
      "2107 ./data//train_images/3573.png\n",
      "2108 ./data//train_images/4284.png\n",
      "2109 ./data//train_images/990.png\n",
      "2110 ./data//train_images/3481.png\n",
      "2111 ./data//train_images/199.png\n",
      "2112 ./data//train_images/580.png\n",
      "2113 ./data//train_images/7799.png\n",
      "2114 ./data//train_images/10411.png\n",
      "2115 ./data//train_images/7953.png\n",
      "2116 ./data//train_images/4289.png\n",
      "2117 ./data//train_images/787.png\n"
     ]
    }
   ],
   "source": [
    "test_feature = tf.constant([], shape= [0,*FIG_SIZE,3],dtype='float32')\n",
    "count = []# 不可以写成 tf.float64?\n",
    "for i in range(test.shape[0]):\n",
    "    # 如果没有图片，就补充一个1，FIG_SIZE,3形状的全零张量\n",
    "    if i in test.loc[test.picture_lists.isna()].index:\n",
    "        zero_tensor= tf.zeros([1,*FIG_SIZE,3])\n",
    "        test_feature= tf.concat((test_feature,zero_tensor),axis = 0)\n",
    "        print(i,test.loc[i,'picture_lists'])\n",
    "        count.append(i)\n",
    "    else:\n",
    "        # 如果有图片，只取第一张图片进行处理\n",
    "        first_image_name = test.loc[i,'picture_lists'].split('\\t')[0]\n",
    "        first_image_path = test_images_dir + first_image_name\n",
    "        try:\n",
    "            tf_tensor = load_and_preprocess_image(first_image_path, FIG_SIZE)\n",
    "            tf_tensor= tf.reshape(tf_tensor,[1,*FIG_SIZE, 3])\n",
    "            test_feature= tf.concat((test_feature,tf_tensor),axis = 0)\n",
    "            print(i,first_image_path)\n",
    "            count.append(i)\n",
    "        except:\n",
    "            test_feature= tf.concat((test_feature,zero_tensor),axis = 0)\n",
    "            print(i,first_image_path)\n",
    "            count.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('./data/test_image_feature.npy',test_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save( './data/train_labels.npy', train[['ncw_label','fake_label','real_label']].to_numpy()) # train_label 是 one-hot形式的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from sklearn.model_selection import train_test_split\n",
    "import jieba\n",
    "import re\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('./data/train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Ofiicial Account Name</th>\n",
       "      <th>content</th>\n",
       "      <th>News Url</th>\n",
       "      <th>picture_lists</th>\n",
       "      <th>comment_all</th>\n",
       "      <th>label</th>\n",
       "      <th>comment_2c</th>\n",
       "      <th>ncw_label</th>\n",
       "      <th>fake_label</th>\n",
       "      <th>real_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1336</td>\n",
       "      <td>大家都很2</td>\n",
       "      <td>抖音又出事了！情侣“马桶门”视频曝光，完全没有底线…</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MjM5NDc5NjExNQ...</td>\n",
       "      <td>1336.png</td>\n",
       "      <td>不真实，随便谣言</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10345</td>\n",
       "      <td>桑桑姐</td>\n",
       "      <td>不用怀疑，鼓吹深夜撸串安全的都是坏逼</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MjM5MDkzNDQ4MQ...</td>\n",
       "      <td>10345.png</td>\n",
       "      <td>无统计调查数据乱编##有挑拨人民内部矛盾的嫌疑##挑起社会恐慌##看评论，看文章内容##看评...</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8378</td>\n",
       "      <td>菏泽大众网</td>\n",
       "      <td>快看！2017年度菏泽市物业信用等级评价出炉！你家小区物业排第几？</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MjM5MjYxOTk2NQ...</td>\n",
       "      <td>8378.png</td>\n",
       "      <td>谁投的票？我们凰庭苑 怎么不知道这回事 就评级a了..</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5805</td>\n",
       "      <td>要闻时刊</td>\n",
       "      <td>港珠澳大桥的疏忽，必须赶快研究解决</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzU0NTM3NzQxMA...</td>\n",
       "      <td>5805.png</td>\n",
       "      <td>关于车辆通行的情况，与事实不符合</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4074</td>\n",
       "      <td>行业观察者</td>\n",
       "      <td>【曝光】宣恩工商：富迪、牛樟芝等三家公司销售涉嫌非法传销！</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzI5Mjc5ODYxMg...</td>\n",
       "      <td>4074.png</td>\n",
       "      <td>标题直接引导群众以为是富迪公司的行为，其实是某些个人行为，容易引起市场和群众的误会和恐慌，张...</td>\n",
       "      <td>0</td>\n",
       "      <td>一</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id Ofiicial Account Name                            content  \\\n",
       "0   1336                 大家都很2         抖音又出事了！情侣“马桶门”视频曝光，完全没有底线…   \n",
       "1  10345                   桑桑姐                 不用怀疑，鼓吹深夜撸串安全的都是坏逼   \n",
       "2   8378                 菏泽大众网  快看！2017年度菏泽市物业信用等级评价出炉！你家小区物业排第几？   \n",
       "3   5805                  要闻时刊                  港珠澳大桥的疏忽，必须赶快研究解决   \n",
       "4   4074                 行业观察者      【曝光】宣恩工商：富迪、牛樟芝等三家公司销售涉嫌非法传销！   \n",
       "\n",
       "                                            News Url picture_lists  \\\n",
       "0  http://mp.weixin.qq.com/s?__biz=MjM5NDc5NjExNQ...      1336.png   \n",
       "1  http://mp.weixin.qq.com/s?__biz=MjM5MDkzNDQ4MQ...     10345.png   \n",
       "2  http://mp.weixin.qq.com/s?__biz=MjM5MjYxOTk2NQ...      8378.png   \n",
       "3  http://mp.weixin.qq.com/s?__biz=MzU0NTM3NzQxMA...      5805.png   \n",
       "4  http://mp.weixin.qq.com/s?__biz=MzI5Mjc5ODYxMg...      4074.png   \n",
       "\n",
       "                                         comment_all  label comment_2c  \\\n",
       "0                                           不真实，随便谣言      0          一   \n",
       "1  无统计调查数据乱编##有挑拨人民内部矛盾的嫌疑##挑起社会恐慌##看评论，看文章内容##看评...      0          一   \n",
       "2                        谁投的票？我们凰庭苑 怎么不知道这回事 就评级a了..      0          一   \n",
       "3                                   关于车辆通行的情况，与事实不符合      0          一   \n",
       "4  标题直接引导群众以为是富迪公司的行为，其实是某些个人行为，容易引起市场和群众的误会和恐慌，张...      0          一   \n",
       "\n",
       "   ncw_label  fake_label  real_label  \n",
       "0          0           0           1  \n",
       "1          0           0           1  \n",
       "2          0           0           1  \n",
       "3          0           0           1  \n",
       "4          0           0           1  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['content'] = df.content.apply(lambda x: \" \".join(jieba.cut(x))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df[['content', 'ncw_label','fake_label','real_label']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxlen = 100\n",
    "max_words = 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = Tokenizer(num_words=max_words)\n",
    "tokenizer.fit_on_texts(df1.content)\n",
    "sequences = tokenizer.texts_to_sequences(df1.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_index = tokenizer.word_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pad_sequences(sequences, maxlen=maxlen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.array(df1[['ncw_label','fake_label','real_label']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "indices = np.arange(data.shape[0])\n",
    "np.random.shuffle(indices)\n",
    "data = data[indices]\n",
    "labels = labels[indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_samples = int(len(indices) * .8)\n",
    "validation_samples = len(indices) - training_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = data[:training_samples]\n",
    "y_train = labels[:training_samples]\n",
    "X_valid = data[training_samples: training_samples + validation_samples]\n",
    "y_valid = labels[training_samples: training_samples + validation_samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import KeyedVectors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 加载训练好的词向量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "zh_model = KeyedVectors.load_word2vec_format('./data/zh.vec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import KeyedVectors\n",
    "file='tencent-ailab-embedding-zh-d200-v0.2.0-s.txt' # 下载腾讯预训练模型\n",
    "zh_model = KeyedVectors.load_word2vec_format(file, binary=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# len(zh_model[next(iter(zh_model.vocab))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# embedding_dim = len(zh_model[next(iter(zh_model.vocab))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_dim = zh_model.vector_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_matrix = np.random.rand(max_words, embedding_dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_matrix = (embedding_matrix - 0.5) * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "for word, i in word_index.items():\n",
    "    if i < max_words:\n",
    "        try:\n",
    "          embedding_vector = zh_model.get_vector(word)\n",
    "          embedding_matrix[i] = embedding_vector\n",
    "        except:\n",
    "          pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 LSTM提取文本特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Embedding, Flatten, Dense, LSTM,Dropout\n",
    "\n",
    "units = 32\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Embedding(max_words, embedding_dim))\n",
    "model.add(LSTM(units))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(24,activation='relu'))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(3, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " embedding (Embedding)       (None, None, 200)         2000000   \n",
      "                                                                 \n",
      " lstm (LSTM)                 (None, 32)                29824     \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 32)                0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 24)                792       \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 24)                0         \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 3)                 75        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 2030691 (7.75 MB)\n",
      "Trainable params: 30691 (119.89 KB)\n",
      "Non-trainable params: 2000000 (7.63 MB)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.layers[0].set_weights([embedding_matrix])\n",
    "model.layers[0].trainable = False\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "170/170 [==============================] - 7s 28ms/step - loss: 0.4088 - acc: 0.8424 - val_loss: 0.3168 - val_acc: 0.8723\n",
      "Epoch 2/30\n",
      "170/170 [==============================] - 5s 32ms/step - loss: 0.2723 - acc: 0.9059 - val_loss: 0.2181 - val_acc: 0.9151\n",
      "Epoch 3/30\n",
      "170/170 [==============================] - 6s 37ms/step - loss: 0.2336 - acc: 0.9166 - val_loss: 0.1934 - val_acc: 0.9255\n",
      "Epoch 4/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.2051 - acc: 0.9249 - val_loss: 0.1808 - val_acc: 0.9314\n",
      "Epoch 5/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.1939 - acc: 0.9299 - val_loss: 0.1996 - val_acc: 0.9166\n",
      "Epoch 6/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.1807 - acc: 0.9365 - val_loss: 0.1739 - val_acc: 0.9306\n",
      "Epoch 7/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.1599 - acc: 0.9387 - val_loss: 0.1545 - val_acc: 0.9387\n",
      "Epoch 8/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.1480 - acc: 0.9470 - val_loss: 0.1639 - val_acc: 0.9358\n",
      "Epoch 9/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.1374 - acc: 0.9493 - val_loss: 0.1784 - val_acc: 0.9343\n",
      "Epoch 10/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.1345 - acc: 0.9506 - val_loss: 0.1651 - val_acc: 0.9410\n",
      "Epoch 11/30\n",
      "170/170 [==============================] - 6s 37ms/step - loss: 0.1210 - acc: 0.9554 - val_loss: 0.1583 - val_acc: 0.9410\n",
      "Epoch 12/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.1173 - acc: 0.9555 - val_loss: 0.1608 - val_acc: 0.9439\n",
      "Epoch 13/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.1021 - acc: 0.9629 - val_loss: 0.1493 - val_acc: 0.9446\n",
      "Epoch 14/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.0974 - acc: 0.9629 - val_loss: 0.1777 - val_acc: 0.9292\n",
      "Epoch 15/30\n",
      "170/170 [==============================] - 7s 41ms/step - loss: 0.0895 - acc: 0.9677 - val_loss: 0.1762 - val_acc: 0.9483\n",
      "Epoch 16/30\n",
      "170/170 [==============================] - 8s 45ms/step - loss: 0.0825 - acc: 0.9666 - val_loss: 0.2093 - val_acc: 0.9343\n",
      "Epoch 17/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.0749 - acc: 0.9699 - val_loss: 0.1599 - val_acc: 0.9550\n",
      "Epoch 18/30\n",
      "170/170 [==============================] - 6s 37ms/step - loss: 0.0700 - acc: 0.9721 - val_loss: 0.1710 - val_acc: 0.9506\n",
      "Epoch 19/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.0671 - acc: 0.9734 - val_loss: 0.2433 - val_acc: 0.9107\n",
      "Epoch 20/30\n",
      "170/170 [==============================] - 7s 38ms/step - loss: 0.0584 - acc: 0.9779 - val_loss: 0.2080 - val_acc: 0.9520\n",
      "Epoch 21/30\n",
      "170/170 [==============================] - 6s 34ms/step - loss: 0.0535 - acc: 0.9782 - val_loss: 0.1890 - val_acc: 0.9557\n",
      "Epoch 22/30\n",
      "170/170 [==============================] - 6s 34ms/step - loss: 0.0484 - acc: 0.9804 - val_loss: 0.1877 - val_acc: 0.9572\n",
      "Epoch 23/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.0466 - acc: 0.9817 - val_loss: 0.2123 - val_acc: 0.9579\n",
      "Epoch 24/30\n",
      "170/170 [==============================] - 6s 36ms/step - loss: 0.0388 - acc: 0.9845 - val_loss: 0.2491 - val_acc: 0.9579\n",
      "Epoch 25/30\n",
      "170/170 [==============================] - 7s 38ms/step - loss: 0.0446 - acc: 0.9821 - val_loss: 0.1898 - val_acc: 0.9646\n",
      "Epoch 26/30\n",
      "170/170 [==============================] - 7s 42ms/step - loss: 0.0360 - acc: 0.9858 - val_loss: 0.2968 - val_acc: 0.9491\n",
      "Epoch 27/30\n",
      "170/170 [==============================] - 7s 39ms/step - loss: 0.0321 - acc: 0.9862 - val_loss: 0.2479 - val_acc: 0.9624\n",
      "Epoch 28/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.0357 - acc: 0.9875 - val_loss: 0.2532 - val_acc: 0.9601\n",
      "Epoch 29/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.0246 - acc: 0.9893 - val_loss: 0.2866 - val_acc: 0.9557\n",
      "Epoch 30/30\n",
      "170/170 [==============================] - 6s 35ms/step - loss: 0.0283 - acc: 0.9904 - val_loss: 0.3172 - val_acc: 0.9565\n",
      "CPU times: total: 1min 43s\n",
      "Wall time: 3min 6s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ASUS\\anaconda3\\envs\\fndenv\\lib\\site-packages\\keras\\src\\engine\\training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
      "  saving_api.save_model(\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model.compile(optimizer='rmsprop',\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['acc'])\n",
    "early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_acc', patience=10)\n",
    "history = model.fit(X_train, y_train,\n",
    "                    epochs=30,\n",
    "                    batch_size=32,\n",
    "                    validation_split=0.2,callbacks=[early_stop])\n",
    "model.save(\"mymodel.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "acc = history.history['acc']\n",
    "val_acc = history.history['val_acc']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(acc) + 1)\n",
    "\n",
    "plt.plot(epochs, acc, label='Training acc')\n",
    "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(epochs, loss, label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_image_feature = np.load( './data/train_image_feature.npy', allow_pickle=True)\n",
    "#test_image_feature = np.load('../data/test_image_feature.npy', allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#加载预训练模型\n",
    "train_content_sequence = keras.Input(\n",
    "    shape=(100,)\n",
    ")  # Variable-length sequence of ints\n",
    "Embedding_layer = keras.layers.Embedding(\n",
    "    max_words, embedding_dim, weights=[embedding_matrix], trainable=False\n",
    ")(train_content_sequence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm_text=tf.keras.layers.LSTM(16)(Embedding_layer)\n",
    "lstm_text= tf.keras.layers.Dense(8,activation='relu')(lstm_text)\n",
    "lstm_test_pr=tf.keras.layers.Dense(3,activation=\"softmax\")(lstm_text)\n",
    "text_model= keras.Model(inputs=train_content_sequence, outputs=lstm_test_pr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 CNN提取图片特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_input = keras.Input(shape=(10, 10, 3))  \n",
    "#image_feature = keras.layers.Dropout(0.2)(image_input)\n",
    "image_feature = keras.layers.Conv2D(15, kernel_size = 2, padding=\"same\",activation = 'relu')(image_input)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "image_feature = keras.layers.Conv2D(5, kernel_size = 2, activation = 'relu')(image_feature)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "image_feature = keras.layers.Conv2D(5, kernel_size = 2, activation = 'relu')(image_feature)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "#image_feature = keras.layers.MaxPooling2D(2)(image_feature)\n",
    "image_feature = keras.layers.Flatten()(image_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_1\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input_2 (InputLayer)        [(None, 10, 10, 3)]       0         \n",
      "                                                                 \n",
      " conv2d (Conv2D)             (None, 10, 10, 15)        195       \n",
      "                                                                 \n",
      " dropout_2 (Dropout)         (None, 10, 10, 15)        0         \n",
      "                                                                 \n",
      " conv2d_1 (Conv2D)           (None, 9, 9, 5)           305       \n",
      "                                                                 \n",
      " dropout_3 (Dropout)         (None, 9, 9, 5)           0         \n",
      "                                                                 \n",
      " conv2d_2 (Conv2D)           (None, 8, 8, 5)           105       \n",
      "                                                                 \n",
      " dropout_4 (Dropout)         (None, 8, 8, 5)           0         \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 320)               0         \n",
      "                                                                 \n",
      " dense_4 (Dense)             (None, 8)                 2568      \n",
      "                                                                 \n",
      " dropout_5 (Dropout)         (None, 8)                 0         \n",
      "                                                                 \n",
      " pred (Dense)                (None, 3)                 27        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 3200 (12.50 KB)\n",
      "Trainable params: 3200 (12.50 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "x = keras.layers.Dense(8, activation=\"relu\")(image_feature)\n",
    "x = keras.layers.Dropout(0.2)(x)\n",
    "#x = keras.layers.Dense(8, activation=\"relu\")(x)\n",
    "im_pred = keras.layers.Dense(3, activation=\"softmax\", name=\"pred\")(x)\n",
    "img_model=keras.Model(inputs=image_input, outputs=im_pred)\n",
    "img_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 文本与图片融合多模态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_2\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                Output Shape                 Param #   Connected to                  \n",
      "==================================================================================================\n",
      " input_2 (InputLayer)        [(None, 10, 10, 3)]          0         []                            \n",
      "                                                                                                  \n",
      " conv2d (Conv2D)             (None, 10, 10, 15)           195       ['input_2[0][0]']             \n",
      "                                                                                                  \n",
      " dropout_2 (Dropout)         (None, 10, 10, 15)           0         ['conv2d[0][0]']              \n",
      "                                                                                                  \n",
      " conv2d_1 (Conv2D)           (None, 9, 9, 5)              305       ['dropout_2[0][0]']           \n",
      "                                                                                                  \n",
      " dropout_3 (Dropout)         (None, 9, 9, 5)              0         ['conv2d_1[0][0]']            \n",
      "                                                                                                  \n",
      " conv2d_2 (Conv2D)           (None, 8, 8, 5)              105       ['dropout_3[0][0]']           \n",
      "                                                                                                  \n",
      " input_1 (InputLayer)        [(None, 100)]                0         []                            \n",
      "                                                                                                  \n",
      " dropout_4 (Dropout)         (None, 8, 8, 5)              0         ['conv2d_2[0][0]']            \n",
      "                                                                                                  \n",
      " embedding_1 (Embedding)     (None, 100, 200)             2000000   ['input_1[0][0]']             \n",
      "                                                                                                  \n",
      " flatten (Flatten)           (None, 320)                  0         ['dropout_4[0][0]']           \n",
      "                                                                                                  \n",
      " lstm_1 (LSTM)               (None, 16)                   13888     ['embedding_1[0][0]']         \n",
      "                                                                                                  \n",
      " dense_4 (Dense)             (None, 8)                    2568      ['flatten[0][0]']             \n",
      "                                                                                                  \n",
      " dense_2 (Dense)             (None, 8)                    136       ['lstm_1[0][0]']              \n",
      "                                                                                                  \n",
      " dropout_5 (Dropout)         (None, 8)                    0         ['dense_4[0][0]']             \n",
      "                                                                                                  \n",
      " dense_3 (Dense)             (None, 3)                    27        ['dense_2[0][0]']             \n",
      "                                                                                                  \n",
      " pred (Dense)                (None, 3)                    27        ['dropout_5[0][0]']           \n",
      "                                                                                                  \n",
      " concatenate (Concatenate)   (None, 6)                    0         ['dense_3[0][0]',             \n",
      "                                                                     'pred[0][0]']                \n",
      "                                                                                                  \n",
      " dropout_6 (Dropout)         (None, 6)                    0         ['concatenate[0][0]']         \n",
      "                                                                                                  \n",
      " dense_5 (Dense)             (None, 3)                    21        ['dropout_6[0][0]']           \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 2017272 (7.70 MB)\n",
      "Trainable params: 17272 (67.47 KB)\n",
      "Non-trainable params: 2000000 (7.63 MB)\n",
      "__________________________________________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# Combine wide and deep into one model\n",
    "merged_out = keras.layers.concatenate([text_model.output, img_model.output])\n",
    "merged_out=keras.layers.Dropout(0.2)(merged_out)\n",
    "merged_out =keras.layers.Dense(3, activation='softmax')(merged_out)\n",
    "\n",
    "combined_model = keras.Model([text_model.input,img_model.input], merged_out)\n",
    "print(combined_model.summary())\n",
    "\n",
    "combined_model.compile(optimizer=keras.optimizers.RMSprop(1e-3),\n",
    "              loss=keras.losses.CategoricalCrossentropy(from_logits=True),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ASUS\\anaconda3\\envs\\fndenv\\lib\\site-packages\\keras\\src\\backend.py:5562: UserWarning: \"`categorical_crossentropy` received `from_logits=True`, but the `output` argument was produced by a Softmax activation and thus does not represent logits. Was this intended?\n",
      "  output, from_logits = _get_logits(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "212/212 [==============================] - 7s 23ms/step - loss: 0.6570 - accuracy: 0.7483 - val_loss: 0.4633 - val_accuracy: 0.8949\n",
      "Epoch 2/30\n",
      "212/212 [==============================] - 7s 32ms/step - loss: 0.4377 - accuracy: 0.8744 - val_loss: 0.3600 - val_accuracy: 0.9138\n",
      "Epoch 3/30\n",
      "212/212 [==============================] - 7s 32ms/step - loss: 0.3666 - accuracy: 0.8818 - val_loss: 0.3139 - val_accuracy: 0.9144\n",
      "Epoch 4/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.3255 - accuracy: 0.8874 - val_loss: 0.2800 - val_accuracy: 0.9244\n",
      "Epoch 5/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2982 - accuracy: 0.8924 - val_loss: 0.2664 - val_accuracy: 0.9126\n",
      "Epoch 6/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2846 - accuracy: 0.8884 - val_loss: 0.2540 - val_accuracy: 0.9191\n",
      "Epoch 7/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2707 - accuracy: 0.8986 - val_loss: 0.2421 - val_accuracy: 0.9309\n",
      "Epoch 8/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2577 - accuracy: 0.9010 - val_loss: 0.2392 - val_accuracy: 0.9262\n",
      "Epoch 9/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2566 - accuracy: 0.9058 - val_loss: 0.2356 - val_accuracy: 0.9303\n",
      "Epoch 10/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2421 - accuracy: 0.9064 - val_loss: 0.2244 - val_accuracy: 0.9292\n",
      "Epoch 11/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2334 - accuracy: 0.9085 - val_loss: 0.2283 - val_accuracy: 0.9321\n",
      "Epoch 12/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2400 - accuracy: 0.9049 - val_loss: 0.2231 - val_accuracy: 0.9351\n",
      "Epoch 13/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2293 - accuracy: 0.9106 - val_loss: 0.2258 - val_accuracy: 0.9339\n",
      "Epoch 14/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2311 - accuracy: 0.9094 - val_loss: 0.2139 - val_accuracy: 0.9410\n",
      "Epoch 15/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2173 - accuracy: 0.9157 - val_loss: 0.2133 - val_accuracy: 0.9368\n",
      "Epoch 16/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2227 - accuracy: 0.9119 - val_loss: 0.2308 - val_accuracy: 0.9333\n",
      "Epoch 17/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2173 - accuracy: 0.9173 - val_loss: 0.2122 - val_accuracy: 0.9398\n",
      "Epoch 18/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2191 - accuracy: 0.9172 - val_loss: 0.2288 - val_accuracy: 0.9315\n",
      "Epoch 19/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2092 - accuracy: 0.9178 - val_loss: 0.2127 - val_accuracy: 0.9392\n",
      "Epoch 20/30\n",
      "212/212 [==============================] - 6s 31ms/step - loss: 0.2029 - accuracy: 0.9230 - val_loss: 0.2139 - val_accuracy: 0.9392\n",
      "Epoch 21/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2040 - accuracy: 0.9249 - val_loss: 0.2127 - val_accuracy: 0.9433\n",
      "Epoch 22/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.2067 - accuracy: 0.9212 - val_loss: 0.2129 - val_accuracy: 0.9421\n",
      "Epoch 23/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.1996 - accuracy: 0.9265 - val_loss: 0.2182 - val_accuracy: 0.9421\n",
      "Epoch 24/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2088 - accuracy: 0.9221 - val_loss: 0.2253 - val_accuracy: 0.9339\n",
      "Epoch 25/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.2050 - accuracy: 0.9230 - val_loss: 0.2134 - val_accuracy: 0.9404\n",
      "Epoch 26/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.1945 - accuracy: 0.9342 - val_loss: 0.2154 - val_accuracy: 0.9404\n",
      "Epoch 27/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.1959 - accuracy: 0.9290 - val_loss: 0.2080 - val_accuracy: 0.9433\n",
      "Epoch 28/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.1946 - accuracy: 0.9325 - val_loss: 0.2133 - val_accuracy: 0.9421\n",
      "Epoch 29/30\n",
      "212/212 [==============================] - 6s 29ms/step - loss: 0.1971 - accuracy: 0.9308 - val_loss: 0.2127 - val_accuracy: 0.9433\n",
      "Epoch 30/30\n",
      "212/212 [==============================] - 6s 30ms/step - loss: 0.1957 - accuracy: 0.9309 - val_loss: 0.2114 - val_accuracy: 0.9421\n",
      "CPU times: total: 1min 16s\n",
      "Wall time: 3min 9s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "early_stop = tf.keras.callbacks.EarlyStopping(monitor='accuracy', patience=10)\n",
    "history =  combined_model.fit([data, train_image_feature],\n",
    "                    labels, epochs=30, batch_size=32, validation_split=0.2,verbose=1,callbacks= [early_stop])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(acc) + 1)\n",
    "\n",
    "plt.plot(epochs, acc, label='Training acc')\n",
    "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(epochs, loss, label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 BiLSTM+ATTENTION多模态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_3\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input_1 (InputLayer)        [(None, 100)]             0         \n",
      "                                                                 \n",
      " embedding_1 (Embedding)     (None, 100, 200)          2000000   \n",
      "                                                                 \n",
      " bidirectional (Bidirection  (None, 32)                27776     \n",
      " al)                                                             \n",
      "                                                                 \n",
      " dense_6 (Dense)             (None, 8)                 264       \n",
      "                                                                 \n",
      " dense_7 (Dense)             (None, 3)                 27        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 2028067 (7.74 MB)\n",
      "Trainable params: 28067 (109.64 KB)\n",
      "Non-trainable params: 2000000 (7.63 MB)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.layers import Bidirectional\n",
    "lstm_text1=keras.layers.Bidirectional(keras.layers.LSTM(16))(Embedding_layer)\n",
    "lstm_text1= keras.layers.Dense(8,activation='relu')(lstm_text1)\n",
    "attention=keras.layers.Attention(use_scale=False)([lstm_text1,lstm_text1])\n",
    "Input_layer=tf.keras.layers.Concatenate()([lstm_text1, attention])\n",
    "lstm_test_pr=keras.layers.Dense(3,activation=\"softmax\")(lstm_text1)\n",
    "text_model1= keras.Model(inputs=train_content_sequence ,outputs=lstm_test_pr)\n",
    "text_model1.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_4\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input_3 (InputLayer)        [(None, 10, 10, 3)]       0         \n",
      "                                                                 \n",
      " conv2d_3 (Conv2D)           (None, 10, 10, 15)        195       \n",
      "                                                                 \n",
      " dropout_7 (Dropout)         (None, 10, 10, 15)        0         \n",
      "                                                                 \n",
      " conv2d_4 (Conv2D)           (None, 9, 9, 5)           305       \n",
      "                                                                 \n",
      " dropout_8 (Dropout)         (None, 9, 9, 5)           0         \n",
      "                                                                 \n",
      " conv2d_5 (Conv2D)           (None, 8, 8, 5)           105       \n",
      "                                                                 \n",
      " dropout_9 (Dropout)         (None, 8, 8, 5)           0         \n",
      "                                                                 \n",
      " max_pooling2d (MaxPooling2  (None, 4, 4, 5)           0         \n",
      " D)                                                              \n",
      "                                                                 \n",
      " flatten_1 (Flatten)         (None, 80)                0         \n",
      "                                                                 \n",
      " dense_8 (Dense)             (None, 8)                 648       \n",
      "                                                                 \n",
      " dropout_10 (Dropout)        (None, 8)                 0         \n",
      "                                                                 \n",
      " pred (Dense)                (None, 3)                 27        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 1280 (5.00 KB)\n",
      "Trainable params: 1280 (5.00 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "image_input = keras.Input(shape=(10, 10, 3))  \n",
    "#image_feature = keras.layers.Dropout(0.2)(image_input)\n",
    "image_feature = keras.layers.Conv2D(15, kernel_size = 2, padding=\"same\",activation = 'relu')(image_input)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "image_feature = keras.layers.Conv2D(5, kernel_size = 2, activation = 'relu')(image_feature)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "image_feature = keras.layers.Conv2D(5, kernel_size = 2, activation = 'relu')(image_feature)\n",
    "image_feature = keras.layers.Dropout(0.2)(image_feature)\n",
    "image_feature = keras.layers.MaxPooling2D(2)(image_feature)\n",
    "image_feature = keras.layers.Flatten()(image_feature)\n",
    "x = keras.layers.Dense(8, activation=\"relu\")(image_feature)\n",
    "x = keras.layers.Dropout(0.2)(x)\n",
    "#x = keras.layers.Dense(8, activation=\"relu\")(x)\n",
    "im_pred = keras.layers.Dense(3, activation=\"softmax\", name=\"pred\")(x)\n",
    "img_model=keras.Model(inputs=image_input, outputs=im_pred)\n",
    "img_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_5\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                Output Shape                 Param #   Connected to                  \n",
      "==================================================================================================\n",
      " input_3 (InputLayer)        [(None, 10, 10, 3)]          0         []                            \n",
      "                                                                                                  \n",
      " conv2d_3 (Conv2D)           (None, 10, 10, 15)           195       ['input_3[0][0]']             \n",
      "                                                                                                  \n",
      " dropout_7 (Dropout)         (None, 10, 10, 15)           0         ['conv2d_3[0][0]']            \n",
      "                                                                                                  \n",
      " conv2d_4 (Conv2D)           (None, 9, 9, 5)              305       ['dropout_7[0][0]']           \n",
      "                                                                                                  \n",
      " dropout_8 (Dropout)         (None, 9, 9, 5)              0         ['conv2d_4[0][0]']            \n",
      "                                                                                                  \n",
      " conv2d_5 (Conv2D)           (None, 8, 8, 5)              105       ['dropout_8[0][0]']           \n",
      "                                                                                                  \n",
      " dropout_9 (Dropout)         (None, 8, 8, 5)              0         ['conv2d_5[0][0]']            \n",
      "                                                                                                  \n",
      " input_1 (InputLayer)        [(None, 100)]                0         []                            \n",
      "                                                                                                  \n",
      " max_pooling2d (MaxPooling2  (None, 4, 4, 5)              0         ['dropout_9[0][0]']           \n",
      " D)                                                                                               \n",
      "                                                                                                  \n",
      " embedding_1 (Embedding)     (None, 100, 200)             2000000   ['input_1[0][0]']             \n",
      "                                                                                                  \n",
      " flatten_1 (Flatten)         (None, 80)                   0         ['max_pooling2d[0][0]']       \n",
      "                                                                                                  \n",
      " bidirectional (Bidirection  (None, 32)                   27776     ['embedding_1[0][0]']         \n",
      " al)                                                                                              \n",
      "                                                                                                  \n",
      " dense_8 (Dense)             (None, 8)                    648       ['flatten_1[0][0]']           \n",
      "                                                                                                  \n",
      " dense_6 (Dense)             (None, 8)                    264       ['bidirectional[0][0]']       \n",
      "                                                                                                  \n",
      " dropout_10 (Dropout)        (None, 8)                    0         ['dense_8[0][0]']             \n",
      "                                                                                                  \n",
      " dense_7 (Dense)             (None, 3)                    27        ['dense_6[0][0]']             \n",
      "                                                                                                  \n",
      " pred (Dense)                (None, 3)                    27        ['dropout_10[0][0]']          \n",
      "                                                                                                  \n",
      " concatenate_2 (Concatenate  (None, 6)                    0         ['dense_7[0][0]',             \n",
      " )                                                                   'pred[0][0]']                \n",
      "                                                                                                  \n",
      " dense_9 (Dense)             (None, 3)                    21        ['concatenate_2[0][0]']       \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 2029368 (7.74 MB)\n",
      "Trainable params: 29368 (114.72 KB)\n",
      "Non-trainable params: 2000000 (7.63 MB)\n",
      "__________________________________________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# Combine wide and deep into one model\n",
    "merged_out = keras.layers.concatenate([text_model1.output, img_model.output])\n",
    "merged_out =keras.layers.Dense(3, activation='softmax')(merged_out)\n",
    "combined_model = keras.Model([text_model1.input,img_model.input], merged_out)\n",
    "print(combined_model.summary())\n",
    "\n",
    "combined_model.compile(optimizer=keras.optimizers.RMSprop(1e-3),\n",
    "              loss=keras.losses.CategoricalCrossentropy(from_logits=True),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "212/212 [==============================] - 10s 35ms/step - loss: 0.7920 - accuracy: 0.7263 - val_loss: 0.6740 - val_accuracy: 0.7349\n",
      "Epoch 2/30\n",
      "212/212 [==============================] - 9s 42ms/step - loss: 0.6354 - accuracy: 0.7424 - val_loss: 0.6216 - val_accuracy: 0.7349\n",
      "Epoch 3/30\n",
      "212/212 [==============================] - 8s 39ms/step - loss: 0.6010 - accuracy: 0.7424 - val_loss: 0.5998 - val_accuracy: 0.7349\n",
      "Epoch 4/30\n",
      "212/212 [==============================] - 8s 39ms/step - loss: 0.5857 - accuracy: 0.7424 - val_loss: 0.5890 - val_accuracy: 0.7349\n",
      "Epoch 5/30\n",
      "212/212 [==============================] - 8s 39ms/step - loss: 0.5784 - accuracy: 0.7424 - val_loss: 0.5843 - val_accuracy: 0.7349\n",
      "Epoch 6/30\n",
      "212/212 [==============================] - 9s 44ms/step - loss: 0.5748 - accuracy: 0.7424 - val_loss: 0.5813 - val_accuracy: 0.7349\n",
      "Epoch 7/30\n",
      "212/212 [==============================] - 12s 55ms/step - loss: 0.5729 - accuracy: 0.7424 - val_loss: 0.5799 - val_accuracy: 0.7349\n",
      "Epoch 8/30\n",
      "212/212 [==============================] - 11s 50ms/step - loss: 0.5720 - accuracy: 0.7424 - val_loss: 0.5793 - val_accuracy: 0.7349\n",
      "Epoch 9/30\n",
      "212/212 [==============================] - 9s 45ms/step - loss: 0.5713 - accuracy: 0.7424 - val_loss: 0.5790 - val_accuracy: 0.7349\n",
      "Epoch 10/30\n",
      "212/212 [==============================] - 9s 40ms/step - loss: 0.5711 - accuracy: 0.7424 - val_loss: 0.5788 - val_accuracy: 0.7349\n",
      "Epoch 11/30\n",
      "212/212 [==============================] - 8s 39ms/step - loss: 0.5709 - accuracy: 0.7424 - val_loss: 0.5789 - val_accuracy: 0.7349\n",
      "Epoch 12/30\n",
      "212/212 [==============================] - 8s 39ms/step - loss: 0.5708 - accuracy: 0.7424 - val_loss: 0.5788 - val_accuracy: 0.7349\n",
      "CPU times: total: 1min 14s\n",
      "Wall time: 1min 50s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "early_stop = tf.keras.callbacks.EarlyStopping(monitor='accuracy', patience=10)\n",
    "history =  combined_model.fit([data, train_image_feature],\n",
    "                    labels, epochs=30, batch_size=32, validation_split=0.2,verbose=1,callbacks= [early_stop])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGzCAYAAAAMr0ziAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABa3klEQVR4nO3dd1hT9/4H8PdJQsIGGTIUUREQFdG6qtTRSoujttrWYq/WUdv+at3e9qpXUdSqt646q9Xr6rJ2aKvVuqjWPa67VREqbgFR2SOQnN8fkUhkJZCQBN6v58lDcnLO93wSbXl7zncIoiiKICIiIrJgEnMXQERERFQRBhYiIiKyeAwsREREZPEYWIiIiMjiMbAQERGRxWNgISIiIovHwEJEREQWj4GFiIiILB4DCxEREVk8BhYiIxk6dCgaNmxYqWNjYmIgCIJxC7Iw169fhyAI2LBhQ7We98CBAxAEAQcOHNBu0/fPylQ1N2zYEEOHDjVqm/rYsGEDBEHA9evXq/3cRFXFwEI1niAIej2K/0IjqqqjR48iJiYGaWlp5i6FqEaQmbsAIlP76quvdF5/+eWX2Lt3b4ntISEhVTrPmjVroFarK3Xs1KlTMWnSpCqdn/RXlT8rfR09ehQzZszA0KFD4erqqvNeXFwcJBL+e5HIEAwsVOMNGjRI5/Xx48exd+/eEtuflpOTA3t7e73PY2NjU6n6AEAmk0Em43+O1aUqf1bGoFAozHp+ImvEiE8EoFu3bmjRogVOnz6NLl26wN7eHv/+978BAL/88gt69+4NX19fKBQKBAQEYNasWVCpVDptPN0voqj/w4IFC7B69WoEBARAoVCgXbt2OHXqlM6xpfVhEQQBo0aNws8//4wWLVpAoVCgefPm2LVrV4n6Dxw4gLZt28LW1hYBAQH44osv9O4Xc+jQIfTv3x8NGjSAQqGAn58fxo8fj9zc3BKfz9HREXfu3EHfvn3h6OgIT09PfPTRRyW+i7S0NAwdOhQuLi5wdXXFkCFD9Lo18r///Q+CIGDjxo0l3tu9ezcEQcCvv/4KALhx4wY+/PBDBAcHw87ODu7u7ujfv79e/TNK68Oib80XLlzA0KFD0bhxY9ja2sLb2xvvvPMOHjx4oN0nJiYGH3/8MQCgUaNG2tuORbWV1ofl2rVr6N+/P9zc3GBvb49nn30WO3bs0NmnqD/O999/j9mzZ6N+/fqwtbVF9+7dkZCQUOHnLsvnn3+O5s2bQ6FQwNfXFyNHjizx2ePj4/H666/D29sbtra2qF+/PgYMGID09HTtPnv37sVzzz0HV1dXODo6Ijg4WPvfEVFV8Z90RI89ePAAPXv2xIABAzBo0CB4eXkB0HRUdHR0xIQJE+Do6Ijff/8d06ZNQ0ZGBubPn19hu99++y0yMzPxf//3fxAEAfPmzcNrr72Ga9euVfgv/cOHD2PLli348MMP4eTkhKVLl+L111/HzZs34e7uDgA4e/YsevToAR8fH8yYMQMqlQozZ86Ep6enXp/7hx9+QE5ODkaMGAF3d3ecPHkSy5Ytw+3bt/HDDz/o7KtSqRAZGYkOHTpgwYIF2LdvHxYuXIiAgACMGDECACCKIl599VUcPnwYH3zwAUJCQrB161YMGTKkwlratm2Lxo0b4/vvvy+x/+bNm1GnTh1ERkYCAE6dOoWjR49iwIABqF+/Pq5fv46VK1eiW7duuHTpkkFXxwypee/evbh27RqGDRsGb29v/PXXX1i9ejX++usvHD9+HIIg4LXXXsPVq1exadMmfPbZZ/Dw8ACAMv9MkpOT0alTJ+Tk5GDMmDFwd3fHxo0b8corr+DHH39Ev379dPb/z3/+A4lEgo8++gjp6emYN28eBg4ciBMnTuj9mYvExMRgxowZiIiIwIgRIxAXF4eVK1fi1KlTOHLkCGxsbKBUKhEZGYn8/HyMHj0a3t7euHPnDn799VekpaXBxcUFf/31F15++WW0bNkSM2fOhEKhQEJCAo4cOWJwTUSlEolqmZEjR4pP/9Xv2rWrCEBctWpVif1zcnJKbPu///s/0d7eXszLy9NuGzJkiOjv7699nZiYKAIQ3d3dxYcPH2q3//LLLyIAcfv27dpt06dPL1ETAFEul4sJCQnabefPnxcBiMuWLdNu69Onj2hvby/euXNHuy0+Pl6UyWQl2ixNaZ9v7ty5oiAI4o0bN3Q+HwBx5syZOvu2bt1abNOmjfb1zz//LAIQ582bp91WWFgodu7cWQQgrl+/vtx6Jk+eLNrY2Oh8Z/n5+aKrq6v4zjvvlFv3sWPHRADil19+qd22f/9+EYC4f/9+nc9S/M/KkJpLO++mTZtEAOLBgwe12+bPny8CEBMTE0vs7+/vLw4ZMkT7ety4cSIA8dChQ9ptmZmZYqNGjcSGDRuKKpVK57OEhISI+fn52n2XLFkiAhAvXrxY4lzFrV+/XqemlJQUUS6Xiy+99JL2HKIoisuXLxcBiOvWrRNFURTPnj0rAhB/+OGHMtv+7LPPRADi/fv3y62BqLJ4S4joMYVCgWHDhpXYbmdnp32emZmJ1NRUdO7cGTk5Obhy5UqF7UZFRaFOnTra1507dwaguQVQkYiICAQEBGhft2zZEs7OztpjVSoV9u3bh759+8LX11e7X5MmTdCzZ88K2wd0P192djZSU1PRqVMniKKIs2fPltj/gw8+0HnduXNnnc+yc+dOyGQy7RUXAJBKpRg9erRe9URFRaGgoABbtmzRbtuzZw/S0tIQFRVVat0FBQV48OABmjRpAldXV5w5c0avc1Wm5uLnzcvLQ2pqKp599lkAMPi8xc/fvn17PPfcc9ptjo6OeP/993H9+nVcunRJZ/9hw4ZBLpdrXxvyd6q4ffv2QalUYty4cTqdgN977z04Oztrb0m5uLgA0NyWy8nJKbWtoo7Fv/zyi8k7NFPtxMBC9Fi9evV0fgkU+euvv9CvXz+4uLjA2dkZnp6e2g67xe/fl6VBgwY6r4vCy6NHjww+tuj4omNTUlKQm5uLJk2alNivtG2luXnzJoYOHQo3Nzdtv5SuXbsCKPn5bG1tS9zWKF4PoOlb4uPjA0dHR539goOD9aonLCwMTZs2xebNm7XbNm/eDA8PD7zwwgvabbm5uZg2bRr8/PygUCjg4eEBT09PpKWl6fXnUpwhNT98+BBjx46Fl5cX7Ozs4OnpiUaNGgHQ7+9DWecv7VxFI9du3Lihs70qf6eePi9Q8nPK5XI0btxY+36jRo0wYcIE/Pe//4WHhwciIyOxYsUKnc8bFRWF8PBwvPvuu/Dy8sKAAQPw/fffM7yQ0bAPC9Fjxf/lXCQtLQ1du3aFs7MzZs6ciYCAANja2uLMmTOYOHGiXv8zlkqlpW4XRdGkx+pDpVLhxRdfxMOHDzFx4kQ0bdoUDg4OuHPnDoYOHVri85VVj7FFRUVh9uzZSE1NhZOTE7Zt24a33npLZyTV6NGjsX79eowbNw4dO3aEi4sLBEHAgAEDTPpL8s0338TRo0fx8ccfo1WrVnB0dIRarUaPHj2q7Zezqf9elGbhwoUYOnQofvnlF+zZswdjxozB3Llzcfz4cdSvXx92dnY4ePAg9u/fjx07dmDXrl3YvHkzXnjhBezZs6fa/u5QzcXAQlSOAwcO4MGDB9iyZQu6dOmi3Z6YmGjGqp6oW7cubG1tSx0hos+okYsXL+Lq1avYuHEjBg8erN2+d+/eStfk7++P2NhYZGVl6VyxiIuL07uNqKgozJgxAz/99BO8vLyQkZGBAQMG6Ozz448/YsiQIVi4cKF2W15eXqUmatO35kePHiE2NhYzZszAtGnTtNvj4+NLtGnIzMX+/v6lfj9Ftxz9/f31bssQRe3GxcWhcePG2u1KpRKJiYmIiIjQ2T80NBShoaGYOnUqjh49ivDwcKxatQqffPIJAEAikaB79+7o3r07Fi1ahDlz5mDKlCnYv39/ibaIDMVbQkTlKPpXYfF/uSqVSnz++efmKkmHVCpFREQEfv75Z9y9e1e7PSEhAb/99ptexwO6n08URSxZsqTSNfXq1QuFhYVYuXKldptKpcKyZcv0biMkJAShoaHYvHkzNm/eDB8fH53AWFT701cUli1bVmKItTFrLu37AoDFixeXaNPBwQEA9ApQvXr1wsmTJ3Hs2DHttuzsbKxevRoNGzZEs2bN9P0oBomIiIBcLsfSpUt1PtPatWuRnp6O3r17AwAyMjJQWFioc2xoaCgkEgny8/MBaG6VPa1Vq1YAoN2HqCp4hYWoHJ06dUKdOnUwZMgQjBkzBoIg4KuvvjLppXdDxcTEYM+ePQgPD8eIESOgUqmwfPlytGjRAufOnSv32KZNmyIgIAAfffQR7ty5A2dnZ/z0008G94Uork+fPggPD8ekSZNw/fp1NGvWDFu2bDG4f0dUVBSmTZsGW1tbDB8+vMTMsC+//DK++uoruLi4oFmzZjh27Bj27dunHe5tipqdnZ3RpUsXzJs3DwUFBahXrx727NlT6hW3Nm3aAACmTJmCAQMGwMbGBn369NEGmeImTZqETZs2oWfPnhgzZgzc3NywceNGJCYm4qeffjLZrLienp6YPHkyZsyYgR49euCVV15BXFwcPv/8c7Rr107bV+v333/HqFGj0L9/fwQFBaGwsBBfffUVpFIpXn/9dQDAzJkzcfDgQfTu3Rv+/v5ISUnB559/jvr16+t0JiaqLAYWonK4u7vj119/xT//+U9MnToVderUwaBBg9C9e3ftfCDm1qZNG/z222/46KOPEB0dDT8/P8ycOROXL1+ucBSTjY0Ntm/fru2PYGtri379+mHUqFEICwurVD0SiQTbtm3DuHHj8PXXX0MQBLzyyitYuHAhWrdurXc7UVFRmDp1KnJycnRGBxVZsmQJpFIpvvnmG+Tl5SE8PBz79u2r1J+LITV/++23GD16NFasWAFRFPHSSy/ht99+0xmlBQDt2rXDrFmzsGrVKuzatQtqtRqJiYmlBhYvLy8cPXoUEydOxLJly5CXl4eWLVti+/bt2qscphITEwNPT08sX74c48ePh5ubG95//33MmTNHO09QWFgYIiMjsX37dty5cwf29vYICwvDb7/9ph0h9corr+D69etYt24dUlNT4eHhga5du2LGjBnaUUZEVSGIlvRPRSIymr59++Kvv/4qtX8FEZG1YR8Wohrg6Wn04+PjsXPnTnTr1s08BRERGRmvsBDVAD4+Ptr1bW7cuIGVK1ciPz8fZ8+eRWBgoLnLIyKqMvZhIaoBevTogU2bNiEpKQkKhQIdO3bEnDlzGFaIqMbgFRYiIiKyeOzDQkRERBaPgYWIiIgsXo3ow6JWq3H37l04OTkZNB02ERERmY8oisjMzISvr2+FEyTWiMBy9+5d+Pn5mbsMIiIiqoRbt26hfv365e5TqcCyYsUKzJ8/H0lJSQgLC8OyZcvQvn37MvdfvHgxVq5ciZs3b8LDwwNvvPGGdlbNyrZZnJOTEwDNB3Z2dq7MRyIiIqJqlpGRAT8/P+3v8fIYHFg2b96MCRMmYNWqVejQoQMWL16MyMhIxMXFoW7duiX2//bbbzFp0iSsW7cOnTp1wtWrVzF06FAIgoBFixZVqs2nFd0GcnZ2ZmAhIiKyMvp05zB4WHOHDh3Qrl07LF++HICm/4ifnx9Gjx6NSZMmldh/1KhRuHz5MmJjY7Xb/vnPf+LEiRM4fPhwpdrMz8/XWf2zKKGlp6czsBAREVmJjIwMuLi46PX726BRQkqlEqdPn0ZERMSTBiQSRERE6CyLXlynTp1w+vRpnDx5EgBw7do17Ny5E7169ap0m3PnzoWLi4v2wf4rRERENZtBgSU1NRUqlQpeXl462728vJCUlFTqMf/4xz8wc+ZMPPfcc7CxsUFAQAC6deuGf//735Vuc/LkyUhPT9c+bt26ZcjHICIiIitj8lFCBw4cwJw5c/D555+jQ4cOSEhIwNixYzFr1ixER0dXqk2FQgGFQmHkSomIqIhKpUJBQYG5y6AaQCqVQiaTVXnaEYMCi4eHB6RSKZKTk3W2Jycnw9vbu9RjoqOj8fbbb+Pdd98FAISGhiI7Oxvvv/8+pkyZUqk2iYjIdLKysnD79m1w5RYyFnt7e/j4+EAul1e6DYMCi1wuR5s2bRAbG4u+ffsC0HSQjY2NxahRo0o9Jicnp8RkMFKpFIBmwpjKtElERKahUqlw+/Zt2Nvbw9PTk5NxUpWIogilUon79+8jMTERgYGBFU4QVxaDbwlNmDABQ4YMQdu2bdG+fXssXrwY2dnZGDZsGABg8ODBqFevHubOnQsA6NOnDxYtWoTWrVtrbwlFR0ejT58+2uBSUZtERFQ9CgoKIIoiPD09YWdnZ+5yqAaws7ODjY0Nbty4AaVSqTMHmyEMDixRUVG4f/8+pk2bhqSkJLRq1Qq7du3Sdpq9efOmTnqaOnUqBEHA1KlTcefOHXh6eqJPnz6YPXu23m0SEVH14pUVMqbKXlUpzuB5WCyRIeO4iYiobHl5eUhMTESjRo0q/S9hoqeV9ffKZPOwEBEREZkDAwsREVEpGjZsiMWLF+u9/4EDByAIAtLS0kxWEwBs2LABrq6uJj2HJWJgISIiqyYIQrmPmJiYSrV76tQpvP/++3rv36lTJ9y7dw8uLi6VOh+Vz+QTx1mz9NwCbDhyHXfScjDvjTBzl0NERKW4d++e9vnmzZsxbdo0xMXFabc5Ojpqn4uiCJVKBZms4l9/np6eBtUhl8s5f5gJ8QpLOWQSAZ/tu4rv/3cbD7LyKz6AiKiGEUUROcpCszz0HRPi7e2tfbi4uEAQBO3rK1euwMnJCb/99hvatGkDhUKBw4cP4++//8arr74KLy8vODo6ol27dti3b59Ou0/fEhIEAf/973/Rr18/2NvbIzAwENu2bdO+//QtoaJbN7t370ZISAgcHR3Ro0cPnYBVWFiIMWPGwNXVFe7u7pg4cSKGDBminZdMXytXrkRAQADkcjmCg4Px1Vdf6fwZxsTEoEGDBlAoFPD19cWYMWO073/++ecIDAyEra0tvLy88MYbbxh07urCKyzlcFDI4Odmh1sPc3E1OQsdHbkcABHVLrkFKjSbttss5740MxL2cuP8mpo0aRIWLFiAxo0bo06dOrh16xZ69eqF2bNnQ6FQ4Msvv0SfPn0QFxeHBg0alNnOjBkzMG/ePMyfPx/Lli3DwIEDcePGDbi5uZW6f05ODhYsWICvvvoKEokEgwYNwkcffYRvvvkGAPDpp5/im2++wfr16xESEoIlS5bg559/xvPPP6/3Z9u6dSvGjh2LxYsXIyIiAr/++iuGDRuG+vXr4/nnn8dPP/2Ezz77DN999x2aN2+OpKQknD9/HgDwv//9D2PGjMFXX32FTp064eHDhzh06JAB32z1YWCpQLCX0+PAkomOAe7mLoeIiCph5syZePHFF7Wv3dzcEBb25Fb/rFmzsHXrVmzbtq3cWdaHDh2Kt956CwAwZ84cLF26FCdPnkSPHj1K3b+goACrVq1CQEAAAGDUqFGYOXOm9v1ly5Zh8uTJ6NevHwBg+fLl2Llzp0GfbcGCBRg6dCg+/PBDAJrJWI8fP44FCxbg+eefx82bN+Ht7Y2IiAjY2NigQYMGaN++PQDN3GkODg54+eWX4eTkBH9/f7Ru3dqg81cXBpYKBHk5Yd/lFMQlZ5q7FCKiamdnI8WlmZFmO7extG3bVud1VlYWYmJisGPHDty7dw+FhYXIzc3FzZs3y22nZcuW2ucODg5wdnZGSkpKmfvb29trwwoA+Pj4aPdPT09HcnKyNjwAmqVr2rRpA7Varfdnu3z5conOweHh4ViyZAkAoH///li8eDEaN26MHj16oFevXujTpw9kMhlefPFF+Pv7a9/r0aOH9paXpWEflgoEezsBAK4mMbAQUe0jCALs5TKzPIw5266Dg4PO648++ghbt27FnDlzcOjQIZw7dw6hoaFQKpXltmNjY1Pi+ykvXJS2f3XP1+rn54e4uDh8/vnnsLOzw4cffoguXbqgoKAATk5OOHPmDDZt2gQfHx9MmzYNYWFhJh+aXRkMLBUI8tIElrjkTK5cSkRUQxw5cgRDhw5Fv379EBoaCm9vb1y/fr1aa3BxcYGXlxdOnTql3aZSqXDmzBmD2gkJCcGRI0d0th05cgTNmjXTvrazs0OfPn2wdOlSHDhwAMeOHcPFixcBADKZDBEREZg3bx4uXLiA69ev4/fff6/CJzMN3hKqQICnI2QSAZl5hUjKyIOPCxcDIyKydoGBgdiyZQv69OkDQRAQHR1t0G0YYxk9ejTmzp2LJk2aoGnTpli2bBkePXpk0NWljz/+GG+++SZat26NiIgIbN++HVu2bNGOetqwYQNUKhU6dOgAe3t7fP3117Czs4O/vz9+/fVXXLt2DV26dEGdOnWwc+dOqNVqBAcHm+ojVxqvsFRALpOgkYfmUmIcbwsREdUIixYtQp06ddCpUyf06dMHkZGReOaZZ6q9jokTJ+Ktt97C4MGD0bFjRzg6OiIyMtKgdZz69u2LJUuWYMGCBWjevDm++OILrF+/Ht26dQMAuLq6Ys2aNQgPD0fLli2xb98+bN++He7u7nB1dcWWLVvwwgsvICQkBKtWrcKmTZvQvHlzE33iyuPih3oY+e0Z7LhwD5N7NsX/dQ2o+AAiIivFxQ/NS61WIyQkBG+++SZmzZpl7nKMxhiLH/KWkB6CvZywA/c4UoiIiIzqxo0b2LNnD7p27Yr8/HwsX74ciYmJ+Mc//mHu0iwObwnpoajj7VUGFiIiMiKJRIINGzagXbt2CA8Px8WLF7Fv3z6EhISYuzSLwysseiga2hyfnAWVWoRUYryhdkREVHv5+fmVGOFDpeMVFj00cLOHQiZBfqEaNx/mmLscIiKiWoeBRQ9SiYBAL81qnxwpREREVP0YWPQU7KXpvcx+LERERNWPgUVPwd6Pr7AwsBAREVU7BhY9aafo5y0hIiKiasfAoqeikUKJqdnIL1SZuRoiIqLahYFFT97OtnCylUGlFnHtfra5yyEiIiPr1q0bxo0bp33dsGFDLF68uNxjBEHAzz//XOVzG6ud8sTExKBVq1YmPYcpMbDoSRAEBHMCOSIii9OnTx/06NGj1PcOHToEQRBw4cIFg9s9deoU3n///aqWp6Os0HDv3j307NnTqOeqaRhYDBDkzX4sRESWZvjw4di7dy9u375d4r3169ejbdu2aNmypcHtenp6wt7e3hglVsjb2xsKhaJazmWtGFgMwCssRFTbiCKQnW2eh75L87788svw9PTEhg0bdLZnZWXhhx9+wPDhw/HgwQO89dZbqFevHuzt7REaGopNmzaV2+7Tt4Ti4+PRpUsX2NraolmzZti7d2+JYyZOnIigoCDY29ujcePGiI6ORkFBAQBgw4YNmDFjBs6fPw9BECAIgrbmp28JXbx4ES+88ALs7Ozg7u6O999/H1lZWdr3hw4dir59+2LBggXw8fGBu7s7Ro4cqT2XPtRqNWbOnIn69etDoVCgVatW2LVrl/Z9pVKJUaNGwcfHB7a2tvD398fcuXMBAKIoIiYmBg0aNIBCoYCvry/GjBmj97krg1PzG0A7UoiBhYhqiZwcwNHRPOfOygIcHCreTyaTYfDgwdiwYQOmTJkCQdAsn/LDDz9ApVLhrbfeQlZWFtq0aYOJEyfC2dkZO3bswNtvv42AgAC0b9++wnOo1Wq89tpr8PLywokTJ5Cenq7T36WIk5MTNmzYAF9fX1y8eBHvvfcenJyc8K9//QtRUVH4888/sWvXLuzbtw8A4OLiUqKN7OxsREZGomPHjjh16hRSUlLw7rvvYtSoUTqhbP/+/fDx8cH+/fuRkJCAqKgotGrVCu+9917FXxqAJUuWYOHChfjiiy/QunVrrFu3Dq+88gr++usvBAYGYunSpdi2bRu+//57NGjQALdu3cKtW7cAAD/99BM+++wzfPfdd2jevDmSkpJw/vx5vc5baWINkJ6eLgIQ09PTTXqeB1n5ov/EX0X/ib+KWXkFJj0XEZE55ObmipcuXRJzc3NFURTFrCxR1FzrqP5HVpb+dV++fFkEIO7fv1+7rXPnzuKgQYPKPKZ3797iP//5T+3rrl27imPHjtW+9vf3Fz/77DNRFEVx9+7dokwmE+/cuaN9/7fffhMBiFu3bi3zHPPnzxfbtGmjfT19+nQxLCysxH7F21m9erVYp04dMavYF7Bjxw5RIpGISUlJoiiK4pAhQ0R/f3+xsLBQu0///v3FqKioMmt5+ty+vr7i7NmzdfZp166d+OGHH4qiKIqjR48WX3jhBVGtVpdoa+HChWJQUJCoVCrLPF9xT/+9KmLI72/eEjKAm4Mcnk6ae4zxKVkV7E1EZP3s7TVXOszxMKT7SNOmTdGpUyesW7cOAJCQkIBDhw5h+PDhAACVSoVZs2YhNDQUbm5ucHR0xO7du3Hz5k292r98+TL8/Pzg6+ur3daxY8cS+23evBnh4eHw9vaGo6Mjpk6dqvc5ip8rLCwMDsUuL4WHh0OtViMuLk67rXnz5pBKpdrXPj4+SElJ0escGRkZuHv3LsLDw3W2h4eH4/LlywA0t53OnTuH4OBgjBkzBnv27NHu179/f+Tm5qJx48Z47733sHXrVhQWFhr0OQ3FwGKgYO0EchlmroSIyPQEQXNbxhyPx3d29DZ8+HD89NNPyMzMxPr16xEQEICuXbsCAObPn48lS5Zg4sSJ2L9/P86dO4fIyEgolUqjfVfHjh3DwIED0atXL/z66684e/YspkyZYtRzFGdjY6PzWhAEqNVqo7X/zDPPIDExEbNmzUJubi7efPNNvPHGGwA0q0zHxcXh888/h52dHT788EN06dLFoD40hmJgMdCTGW95hYWIyJK8+eabkEgk+Pbbb/Hll1/inXfe0fZnOXLkCF599VUMGjQIYWFhaNy4Ma5evap32yEhIbh16xbu3bun3Xb8+HGdfY4ePQp/f39MmTIFbdu2RWBgIG7cuKGzj1wuh0pV/uSjISEhOH/+PLKzn8z5deTIEUgkEgQHB+tdc3mcnZ3h6+uLI0eO6Gw/cuQImjVrprNfVFQU1qxZg82bN+Onn37Cw4cPAQB2dnbo06cPli5digMHDuDYsWO4ePGiUeorDTvdGqhoTSGOFCIisiyOjo6IiorC5MmTkZGRgaFDh2rfCwwMxI8//oijR4+iTp06WLRoEZKTk3V+OZcnIiICQUFBGDJkCObPn4+MjAxMmTJFZ5/AwEDcvHkT3333Hdq1a4cdO3Zg69atOvs0bNgQiYmJOHfuHOrXrw8nJ6cSw5kHDhyI6dOnY8iQIYiJicH9+/cxevRovP322/Dy8qrcl1OKjz/+GNOnT0dAQABatWqF9evX49y5c/jmm28AAIsWLYKPjw9at24NiUSCH374Ad7e3nB1dcWGDRugUqnQoUMH2Nvb4+uvv4adnR38/f2NVt/TeIXFQBwpRERkuYYPH45Hjx4hMjJSp7/J1KlT8cwzzyAyMhLdunWDt7c3+vbtq3e7EokEW7duRW5uLtq3b493330Xs2fP1tnnlVdewfjx4zFq1Ci0atUKR48eRXR0tM4+r7/+Onr06IHnn38enp6epQ6ttre3x+7du/Hw4UO0a9cOb7zxBrp3747ly5cb9mVUYMyYMZgwYQL++c9/IjQ0FLt27cK2bdsQGBgIQDPiad68eWjbti3atWuH69evY+fOnZBIJHB1dcWaNWsQHh6Oli1bYt++fdi+fTvc3d2NWmNxgijqO9LdcmVkZMDFxQXp6elwdnY26bmy8gvRYvpuAMCZ6Bfh5iA36fmIiKpTXl4eEhMT0ahRI9ja2pq7HKohyvp7Zcjvb15hMZCjQob6dewA8LYQERFRdWFgqYSm3pzxloiIqDoxsFTCk5FCDCxERETVgYGlEoJ5hYWIiKhaMbBUQtEVlitJmagBfZaJiErg/9vImIzx94mBpRIaezpAKhGQmVeIpIw8c5dDRGQ0RVO9m2p2VqqdcnJyAJScndcQnDiuEhQyKRp5OCAhJQtxSZnwcbEzd0lEREYhk8lgb2+P+/fvw8bGBhIJ/11LlSeKInJycpCSkgJXV1edtY8MxcBSScFeTkhIycLV5Ex0C65r7nKIiIxCEAT4+PggMTGxxLTyRJXl6uoKb2/vKrXBwFJJQV5O2HHxHtcUIqIaRy6XIzAwkLeFyChsbGyqdGWlCANLJXFNISKqySQSCWe6JYvCm5OVFOytmUI4PiUTKjV70xMREZkSA0slNXCzh0ImQV6BGrce5pi7HCIiohqNgaWSpBIBgV6a20JXOOMtERGRSTGwVEHRBHLsx0JERGRaDCxVEFy0phADCxERkUkxsFRBUNGaQrwlREREZFIMLFVQdIUlMTUb+YUqM1dDRERUczGwVIGPiy2cbGUoVItITM02dzlEREQ1FgNLFQiC8KQfC28LERERmQwDSxVp+7Gw4y0REZHJMLBU0ZMrLFxTiIiIyFQYWKooSDu0OcPMlRAREdVcDCxVFPR4tttbD3ORnV9o5mqIiIhqJgaWKnJ3VMDDUQEAiE/hbSEiIiJTYGAxgmBvzVUWTiBHRERkGgwsRhDEKfqJiIhMioHFCJpyaDMREZFJMbAYQRAnjyMiIjIpBhYjCHwcWFIy8/EoW2nmaoiIiGoeBhYjcFTIUL+OHQDeFiIiIjKFSgWWFStWoGHDhrC1tUWHDh1w8uTJMvft1q0bBEEo8ejdu7d2n6FDh5Z4v0ePHpUpzWyC2fGWiIjIZAwOLJs3b8aECRMwffp0nDlzBmFhYYiMjERKSkqp+2/ZsgX37t3TPv78809IpVL0799fZ78ePXro7Ldp06bKfSIzKVpTiP1YiIiIjM/gwLJo0SK89957GDZsGJo1a4ZVq1bB3t4e69atK3V/Nzc3eHt7ax979+6Fvb19icCiUCh09qtTp07lPpGZFF1h4S0hIiIi4zMosCiVSpw+fRoRERFPGpBIEBERgWPHjunVxtq1azFgwAA4ODjobD9w4ADq1q2L4OBgjBgxAg8ePCizjfz8fGRkZOg8zK34SCFRFM1cDRERUc1iUGBJTU2FSqWCl5eXznYvLy8kJSVVePzJkyfx559/4t1339XZ3qNHD3z55ZeIjY3Fp59+ij/++AM9e/aESqUqtZ25c+fCxcVF+/Dz8zPkY5hEQF0HSCUCMvIKkZyRb+5yiIiIahRZdZ5s7dq1CA0NRfv27XW2DxgwQPs8NDQULVu2REBAAA4cOIDu3buXaGfy5MmYMGGC9nVGRobZQ4tCJkUjDwckpGQhLjkT3i62Zq2HiIioJjHoCouHhwekUimSk5N1ticnJ8Pb27vcY7Ozs/Hdd99h+PDhFZ6ncePG8PDwQEJCQqnvKxQKODs76zwsgbYfCzveEhERGZVBgUUul6NNmzaIjY3VblOr1YiNjUXHjh3LPfaHH35Afn4+Bg0aVOF5bt++jQcPHsDHx8eQ8syOawoRERGZhsGjhCZMmIA1a9Zg48aNuHz5MkaMGIHs7GwMGzYMADB48GBMnjy5xHFr165F37594e7urrM9KysLH3/8MY4fP47r168jNjYWr776Kpo0aYLIyMhKfizz0K7azMBCRERkVAb3YYmKisL9+/cxbdo0JCUloVWrVti1a5e2I+7NmzchkejmoLi4OBw+fBh79uwp0Z5UKsWFCxewceNGpKWlwdfXFy+99BJmzZoFhUJRyY9lHkHFhjar1CKkEsHMFREREdUMglgDxuBmZGTAxcUF6enpZu3PolKLCJm2C8pCNQ581A0NPRwqPoiIiKiWMuT3N9cSMiKpREBgXc1tIfZjISIiMh4GFiPjSCEiIiLjY2AxsmBvjhQiIiIyNgYWIytaBJEjhYiIiIyHgcXIim4JXbufDWWh2szVEBER1QwMLEbm42ILJ4UMhWoRianZ5i6HiIioRmBgMTJBELS3ha4kmX8VaSIiopqAgcUEik8gR0RERFXHwGICwV6P52JJyjJzJURERDUDA4sJcKQQERGRcTGwmEDRSKGbD3OQoyw0czVERETWj4HFBNwdFfBw1CzcGJ/M20JERERVxcBiIsHeXFOIiIjIWBhYTCSIawoREREZDQOLiRT1Y+EVFiIioqpjYDGRopFCcbzCQkREVGUMLCYSWFfThyUlMx+PspVmroaIiMi6MbCYiJOtDeq52gHgfCxERERVxcBiQsGcQI6IiMgoGFhMqCiwsOMtERFR1TCwmFCwdmgzJ48jIiKqCgYWEwoqNrRZFEUzV0NERGS9GFhMqLGnA6QSAem5BUjJzDd3OURERFaLgcWEbG2kaOhuD4DzsRAREVUFA4uJBXMCOSIioipjYDGxIE7RT0REVGUMLCamHSnEwEJERFRpDCwmFlRs8ji1miOFiIiIKoOBxcQaujtALpMgr0CNW49yzF0OERGRVWJgMTGpRNAuhMiOt0RERJXDwFIN2I+FiIioahhYqkGQdk0hTtFPRERUGQws1aDoCktcUoaZKyEiIrJODCzVoOgKy7X72VAWqs1cDRERkfVhYKkGvi62cFTIUKgWkZiabe5yiIiIrA4DSzUQBAFBXo9HCrHjLRERkcEYWKpJsLczAOAqhzYTEREZjIGlmgTzCgsREVGlMbBUk+JT9BMREZFhGFiqSdHQ5psPc5CjLDRzNURERNaFgaWauDsq4OEohygCCSmcQI6IiMgQDCzVKOjxVZYr7HhLRERkEAaWalQUWDhSiIiIyDAMLNUoWLumEAMLERGRIRhYqlEQV20mIiKqFAaWalQ0221yRj7ScpRmroaIiMh6MLBUIydbG9RztQMAXE3mSCEiIiJ9MbBUM/ZjISIiMhwDSzXjSCEiIiLDMbBUs2BvrilERERkKAaWalZ0hSUuKROiKJq5GiIiIuvAwFLNAjwdIRGA9NwCpGTmm7scIiIiq8DAUs1sbaRo6OEAQHOVhYiIiCrGwGIGTb05gRwREZEhGFjMoHg/FiIiIqoYA4sZBHOKfiIiIoMwsJhBkPaWUBbUao4UIiIiqggDixn4u9lDLpMgt0CF249yzV0OERGRxWNgMQOZVIImnpoJ5K4kZZi5GiIiIsvHwGImwRwpREREpDcGFjPRjhTiqs1EREQVYmAxE+1cLBzaTEREVCEGFjMpGin09/0sKAvVZq6GiIjIsjGwmImviy0cFTIUqkVcf5Bt7nKIiIgsGgOLmQiCgCAvzUghznhLRERUvkoFlhUrVqBhw4awtbVFhw4dcPLkyTL37datGwRBKPHo3bu3dh9RFDFt2jT4+PjAzs4OERERiI+Pr0xpVoUjhYiIiPRjcGDZvHkzJkyYgOnTp+PMmTMICwtDZGQkUlJSSt1/y5YtuHfvnvbx559/QiqVon///tp95s2bh6VLl2LVqlU4ceIEHBwcEBkZiby8vMp/MivANYWIiIj0Y3BgWbRoEd577z0MGzYMzZo1w6pVq2Bvb49169aVur+bmxu8vb21j71798Le3l4bWERRxOLFizF16lS8+uqraNmyJb788kvcvXsXP//8c5U+nKUL1g5tZmAhIiIqj0GBRalU4vTp04iIiHjSgESCiIgIHDt2TK821q5diwEDBsDBwQEAkJiYiKSkJJ02XVxc0KFDhzLbzM/PR0ZGhs7DGhWNFLr5MAc5ykIzV0NERGS5DAosqampUKlU8PLy0tnu5eWFpKSkCo8/efIk/vzzT7z77rvabUXHGdLm3Llz4eLion34+fkZ8jEshoejAu4OcogikJDCCeSIiIjKUq2jhNauXYvQ0FC0b9++Su1MnjwZ6enp2setW7eMVGH1K+p4y34sREREZTMosHh4eEAqlSI5OVlne3JyMry9vcs9Njs7G9999x2GDx+us73oOEPaVCgUcHZ21nlYq6KOtxwpREREVDaDAotcLkebNm0QGxur3aZWqxEbG4uOHTuWe+wPP/yA/Px8DBo0SGd7o0aN4O3trdNmRkYGTpw4UWGbNYH2CgvXFCIiIiqTzNADJkyYgCFDhqBt27Zo3749Fi9ejOzsbAwbNgwAMHjwYNSrVw9z587VOW7t2rXo27cv3N3ddbYLgoBx48bhk08+QWBgIBo1aoTo6Gj4+vqib9++lf9kVkJ7hYW3hIiIiMpkcGCJiorC/fv3MW3aNCQlJaFVq1bYtWuXttPszZs3IZHoXriJi4vD4cOHsWfPnlLb/Ne//oXs7Gy8//77SEtLw3PPPYddu3bB1ta2Eh/JuhTNdpuUkYf0nAK42NuYuSIiIiLLI4iiKJq7iKrKyMiAi4sL0tPTrbI/S/h/fsedtFz88EFHtGvoZu5yiIiIqoUhv7+5lpAFKLrKcoW3hYiIiErFwGIBiiaQYz8WIiKi0jGwWICm3pyin4iIqDwMLBag+FwsNaBLERERkdExsFiAAE9HSAQgLacA9zPzzV0OERGRxWFgsQC2NlI09NAsBsnbQkRERCUxsFiIYC+uKURERFQWBhYLwTWFiIiIysbAYiG4ajMREVHZGFgsxJMrLFlQqzlSiIiIqDgGFgvR0N0ecpkEuQUq3H6Ua+5yiIiILAoDi4WQSSVo4qmZop8jhYiIiHQxsFiQon4s7HhLRESki4HFggRxaDMREVGpGFgsSLC35pYQr7AQERHpYmCxIEVXWP6+n4UCldrM1RAREVkOBhYLUs/VDg5yKQpUIq6nZpu7HCIiIovBwGJBBEFA0OOOt1fYj4WIiEiLgcXCBHOKfiIiohIYWCwMp+gnIiIqiYHFwvAKCxERUUkMLBamqA/LjYc5yFWqzFwNERGRZWBgsTAejgq4O8ghikBCSpa5yyEiIrIIDCwWSDvjLW8LERERAWBgsUhcU4iIiEgXA4sF4ppCREREuhhYLFDRmkIMLERERBoMLBYo8PEVlqSMPKTnFJi5GiIiIvNjYLFAzrY2qOdqBwC4msKrLERERAwsFirIi7eFiIiIijCwWKggjhQiIiLSYmCpwMmTwOrV1X/eYI4UIiIi0pKZuwBLdu4c0KEDIJcDPXsCfn7Vd+6gYmsKiaIIQRCq7+REREQWhldYyhEWBnTrBiiVwCefVO+5m9R1hEQAHuUU4H5WfvWenIiIyMIwsJRDEIBZszTP160D/v67+s5tayNFQ3cHALwtRERExMBSgeeeA3r0AAoLgZkzq/fcnPGWiIhIg4FFD0VXWb7+Grh8ufrOyzWFiIiINBhY9NC2LdC3L6BWAzEx1XfeosASl5xVfSclIiKyQAwsepo5U9On5fvvgQsXquecRbeE4pMzoVaL1XNSIiIiC8TAoqfQUODNNzXPp02rnnM2dLeHXCpBjlKFO2m51XNSIiIiC8TAYoCYGEAiAX75BTh1yvTnk0klCKjLKfqJiIgYWAzQtCnw9tua59HR1XPO4KI1hdjxloiIajEGFgNNmwbIZMDu3cChQ6Y/H9cUIiIiYmAxWOPGwPDhmudTpwKiifvCck0hIiIiBpZKmToVUCiAgweB2FjTnqtopNDf97NQoFKb9mREREQWioGlEurXBz74QPPc1FdZ6texg4NcigKViOup2aY7ERERkQVjYKmkSZMAOzvgxAlg507TnUcQBG0/Fna8JSKi2oqBpZK8vYHRozXPo6M1s+CaSlE/lqvsx0JERLUUA0sV/OtfgJMTcPYssHWr6c6jXQSRV1iIiKiWYmCpAnd3YPx4zfNp0wCVyjTnebIIItcUIiKi2omBpYrGjwfq1AEuXQK++8405yi6wnL9QTbyCkyUioiIiCwYA0sVuboCH3+seR4TAxQUGP8cHo5yuDnIIYpAQgqvshARUe3DwGIEo0cDnp5AQgLw5ZfGb18QBAQ9nqL/CjveEhFRLcTAYgSOjsDkyZrnM2cC+fnGP0dTb2cAnKKfiIhqJwYWI/ngA8DXF7h5E1i71vjtB3GKfiIiqsUYWIzEzg6YMkXz/JNPgNxc47Yf7K25JcQrLEREVBsxsBjR8OGAvz9w7x6wcqVx2w58fIXlXnoe0nNN0LOXiIjIgjGwGJFCoZmPBQDmzgWyjDigx9nWBr4utgCAeF5lISKiWoaBxcgGDwaaNAFSU4GlS43bNtcUIiKi2oqBxchkMmDGDM3z+fOBtDTjtc01hYiIqLZiYDGBqCigeXNNWFm0yHjtck0hIiKqrRhYTEAqfXKV5bPPNLeHjKFoTaG4pEyIomicRomIiKwAA4uJ9OsHtG6t6Xg7f75x2mxS1xESAXiUU4D7WSaYnY6IiMhCMbCYiEQCzJqleb5sGZCUVPU2bW2kaOjuAAC4msQ1hYiIqPZgYDGhXr2AZ5/VTCI3d65x2mQ/FiIiqo0qFVhWrFiBhg0bwtbWFh06dMDJkyfL3T8tLQ0jR46Ej48PFAoFgoKCsHPnTu37MTExEARB59G0adPKlGZRBEEz6y0ArFoF3LpV9TaLhjZzpBAREdUmBgeWzZs3Y8KECZg+fTrOnDmDsLAwREZGIiUlpdT9lUolXnzxRVy/fh0//vgj4uLisGbNGtSrV09nv+bNm+PevXvax+HDhyv3iSzMCy8A3boBSuWT8FIVwbzCQkREtZDBgWXRokV47733MGzYMDRr1gyrVq2Cvb091q1bV+r+69atw8OHD/Hzzz8jPDwcDRs2RNeuXREWFqazn0wmg7e3t/bh4eFRuU9kYQThSV+WdeuAv/+uWntFawrFJ2dCreZIISIiqh0MCixKpRKnT59GRETEkwYkEkRERODYsWOlHrNt2zZ07NgRI0eOhJeXF1q0aIE5c+ZApVLp7BcfHw9fX180btwYAwcOxM2bN8usIz8/HxkZGToPS/bcc0BkJFBYCMycWbW2/N0dIJdKkK1U4U6akVdYJCIislAGBZbU1FSoVCp4eXnpbPfy8kJSGcNgrl27hh9//BEqlQo7d+5EdHQ0Fi5ciE+K3R/p0KEDNmzYgF27dmHlypVITExE586dkZlZ+m2PuXPnwsXFRfvw8/Mz5GOYRdFVlq+/Bq5cqXw7NlIJGntqRgrFsR8LERHVEiYfJaRWq1G3bl2sXr0abdq0QVRUFKZMmYJVq1Zp9+nZsyf69++Pli1bIjIyEjt37kRaWhq+//77UtucPHky0tPTtY9bxujNamLt2gGvvgqo1UBMTNXaaso1hYiIqJYxKLB4eHhAKpUiOTlZZ3tycjK8vb1LPcbHxwdBQUGQSqXabSEhIUhKSoJSqSz1GFdXVwQFBSEhIaHU9xUKBZydnXUe1qDodtDmzcCFC5VvRztSiIGFiIhqCYMCi1wuR5s2bRAbG6vdplarERsbi44dO5Z6THh4OBISEqBWq7Xbrl69Ch8fH8jl8lKPycrKwt9//w0fHx9DyrN4LVtq1hkCgGnTKt+OdqQQbwkREVEtYfAtoQkTJmDNmjXYuHEjLl++jBEjRiA7OxvDhg0DAAwePBiTJ0/W7j9ixAg8fPgQY8eOxdWrV7Fjxw7MmTMHI0eO1O7z0Ucf4Y8//sD169dx9OhR9OvXD1KpFG+99ZYRPqJliYnRzIL7yy/AqVOVa6No8rhr97NRoFJXsDcREZH1kxl6QFRUFO7fv49p06YhKSkJrVq1wq5du7QdcW/evAmJ5EkO8vPzw+7duzF+/Hi0bNkS9erVw9ixYzFx4kTtPrdv38Zbb72FBw8ewNPTE8899xyOHz8OT09PI3xEy9K0KfD228DGjUB0NLBrl+Ft1HO1g4NcimylCjceZKNJXSfjF0pERGRBBLEGLPubkZEBFxcXpKenW0V/lmvXgOBgzTDngweBzp0Nb6PviiM4dysNK/7xDHq3rFm3zoiIqHYw5Pc31xIyg8aNgXfe0TyPjgYqExk54y0REdUmDCxmMnUqIJcDf/wB/P674cdzTSEiIqpNGFjMxM8P+OADzfOpUw2/ysK5WIiIqDZhYDGjyZMBOzvg+HGg2OLVeikaKXT9QTbyClQV7E1ERGTdGFjMyNsbGD1a8zw6WjMLrr48HOVwc5BDFIGElCzTFEhERGQhGFjM7F//ApycgLNnga1b9T9OEAQEeWlWbuYEckREVNMxsJiZuzswfrzm+bRpgMqAuztFI4U4RT8REdV0DCwWYPx4wNUVuHQJ+O47/Y8LYsdbIiKqJRhYLICrK/Dxx5rnMTGaCeX0ob3CwltCRERUwzGwWIgxYwAPDyAhAfjyS/2OCXwcWO6m5yEjr8CE1REREZkXA4uFcHTUDHMGgBkzgPz8io9xsbOBj4stACCet4WIiKgGY2CxICNGAD4+wM2bwNq1+h0T/LgfyxXeFiIiohqMgcWC2NlpZr0FgE8+AXJzKz6G/ViIiKg2YGCxMMOHA/7+wL17wMqVFe8fxEUQiYioFmBgsTAKhWbWWwCYOxfIqmAS26JbQnFJmRArs+wzERGRFWBgsUCDBwNNmgCpqcDSpeXv26SuI2xtJHiUU4C1hxOrp0AiIqJqxsBigWxsNPOxAMD8+UBaWtn72tpI8e9eIQCAub9dwfFrD0xeHxERUXVjYLFQAwYAzZppwspnn5W/79vP+qNf63pQqUWM+vYMktLzqqVGIiKi6sLAYqGkUmDmTM3zzz7T3B4qiyAImNMvFE29nZCapcSIb05DWWjA0s9EREQWjoHFgvXrB7RuDWRmam4NlcdOLsUXb7eBs60MZ2+m4ZMdl6qnSCIiomrAwGLBJBJg1izN82XLgKSk8vf3d3fA4gGtAABfHruBLWdum7ZAIiKiasLAYuF69QI6dNBMIjd3bsX7v9DUC2O7BwIAJm+5iL/uppu4QiIiItNjYLFwgqCZ9RYAVq0Cbt2q+Jix3QPRLdgT+YVqfPD1aaTncGFEIiKybgwsVqB7d6BrV0CpfBJeyiORCFgc1Qp+bna49TAX4zafhVrNSeWIiMh6MbBYAUF40pdl3Trg2rWKj3G1l2PVoDZQyCTYH3cfS2LjTVskERGRCTGwWInOnYHISKCw8Mlw54o093XBnH6hAIAlsfH4/UqyCSskIiIyHQYWK1J0leWrr4ArV/Q75vU29fH2s/4AgHHfncONB9kmqo6IiMh0GFisSLt2wKuvAmr1k6n79RH9cjO0buCKjLxCfPD1GeQqVSarkYiIyBQYWKxM0e2gzZuBCxf0O0Yuk2DlwDbwcJTj8r0M/HvrRa7sTEREVoWBxcq0bAm8+abm+bRp+h/n7WKLZW89A6lEwNazd/DV8RumKZCIiMgEGFisUEyMZhbcX34BTp3S/7iOAe6Y1KMpAGDm9ks4feOhaQokIiIyMgYWKxQSAgwapHkeHW3Yse92boTeLX1QqBbx4TdnkJLJlZ2JiMjyMbBYqWnTAJkM2L0bOHxY/+MEQcC811uiSV1HJGfkY9S3Z1Gg4srORERk2RhYrFRAAPDOO5rnU6cChvShdVDI8MXbbeCokOFk4kN8+pueY6SJiIjMhIHFik2dCsjlwB9/AL//btixAZ6OWNA/DADw38OJ2H7+rgkqJCIiMg4GFivm5wd88IHm+aRJQLaBc8L1aOGND7oGAAAm/nQBV5MzjVwhERGRcTCwWLnJkwEHB+B//wPCw4Hr1w07/qOXghDexB05ShU++Oo0MvK4sjMREVkeBhYr5+0N7NoF1K0LnD8PtG0LHDig//EyqQRLB7SGr4strqVm46Pvz3NlZyIisjgMLDXAc89prrA88wzw4AEQEQEsX65/R1x3RwVWDmoDuVSCPZeSsfKPv01bMBERkYEYWGoIPz/N8OaBAwGVChg9GnjvPSA/X7/jw/xcMePV5gCAhXvicCj+vgmrJSIiMgwDSw1iZ6dZyXn+fM1MuGvXAs8/D9y7p9/xb7VvgKi2flCLwJhNZ3H7UY5pCyYiItITA0sNIwjARx8BO3cCrq7AsWOafi0nT+p3/IxXmyO0ngse5RTgw2/OIK+AKzsTEZH5MbDUUJGRmpASEgLcvQt06QJs3FjxcbY2Uqwc9Axc7W1w4XY6Yrb9ZfpiiYiIKsDAUoMFBgLHjwOvvKLpyzJ0KDB+PFBYWP5x9evYY+mA1hAE4LtTt/DdyZvVUi8REVFZGFhqOGdnYOtWzdpDALB4MdCjh2Y0UXm6BHnio5eCAQDTfvkL52+lmbROIiKi8jCw1AISCTBjBvDTT5pJ5mJjgXbtgIsXyz9uRNcAvNjMC0qVGh9+cwYPs5XVUzAREdFTGFhqkdde03TCbdQISEwEOnYEtmwpe3+JRMDCN8PQyMMBd9JyMWbTWag4qRwREZkBA0stExoKnDoFvPCCZu2h11/X3C5Sq0vf39nWBqsGtYGdjRSHE1KxcE9c9RZMREQEBpZayd0d2L0bGDdO83rWLKBfPyAjo/T9g72d8OkbLQEAnx/4G7v/SqqeQomIiB5jYKmlZDLgs8+ADRsAhQLYtg149lkgPr70/V8J88U74Y0AAP/8/jz+vp9VfcUSEVGtx8BSyw0ZAhw8CPj6ApcvA+3ba66+lGZyr6Zo39ANWfmF+OCr08jOr2B8NBERkZEwsBDat9csnvjss0BaGtCrF7BgQcnFE22kEiwf2Bp1nRSIT8nCv366AFHfFRaJiIiqgIGFAAA+PsCBA8A772g64H78MfD220Buru5+dZ1ssXLQM5BJBOy4cA9rDyeapV4iIqpdGFhIS6EA/vtfYNkyQCoFvvkG6NwZuHVLd782/m6IfrkZAGDub1dw/FoFs9ARERFVEQML6RAEYNQoYO9ezWii06c1iycePqy73+CO/ujbyhcqtYhR355BUnqeeQomIqJagYGFSvX885p+LS1bAikpmnlbvvjiyfuCIGDuay3R1NsJqVlKfPjNaSgLy5jMhYiIqIoYWKhMDRsCR48C/fsDBQXABx8AI0YAyscz9NvJpfji7TZwspXhzM00fLLjklnrJSKimouBhcrl4ABs3gzMmaO5XbRqFdC9u+aqCwD4uztgcVQrAMCXx25gy5nb5iuWiIhqLAYWqpAgAJMnayaXc3LS9Gdp2xY4c0bzfvcQL4zpHggAmLzlIv66m27GaomIqCZiYCG9vfwycPIkEBSkGTkUHg5s2qR5b1z3QHQL9kR+oRojvj6D9JwC8xZLREQ1CgMLGaRpU+DECaBnTyAvD/jHP4B//QsQRQGLo1rBz80ONx/mYNzms1BzZWciIjISBhYymKsrsH07MGmS5vX8+ZqrL2K+HCsHtoFCJsH+uPtY+nsZCxMREREZiIGFKkUqBebO1dwSsrMDdu3STPEvSXfB7H6hAIAlsfHYfyXFzJUSEVFNwMBCVTJgAHDkCNCgAZCQoFmPSHG3PgY92wCiCIz97ixuPMg2d5lERGTlGFioylq31kwy16ULkJkJvPoqYHOhOVr5uSIjrxAffH0GuUqVucskIiIrVqnAsmLFCjRs2BC2trbo0KEDTp48We7+aWlpGDlyJHx8fKBQKBAUFISdO3dWqU2yLJ6ewL59wIcfalZ5jpkuQeGeZ1HHxg6X72VgytaLXNmZiIgqzeDAsnnzZkyYMAHTp0/HmTNnEBYWhsjISKSklN5XQalU4sUXX8T169fx448/Ii4uDmvWrEG9evUq3SZZJhsbYMUKYPVqzfMd26TI/KEL1Bn22HL2DjYcvW7uEomIyEoJooH/7O3QoQPatWuH5cuXAwDUajX8/PwwevRoTCoaNlLMqlWrMH/+fFy5cgU2NjZGafNpGRkZcHFxQXp6OpydnQ35OGQiR44Ar78OJCcDDs4qOPQ8BbuGDxAR4oV/92qKxp6O5i6RiIjMzJDf3wZdYVEqlTh9+jQiIiKeNCCRICIiAseOHSv1mG3btqFjx44YOXIkvLy80KJFC8yZMwcqlarSbebn5yMjI0PnQZYlPFzTr6VtWyA7Q4rUHzog43gT7Dn7AC99dhAztv+FtBylucskIiIrYVBgSU1NhUqlgpeXl852Ly8vJCUllXrMtWvX8OOPP0KlUmHnzp2Ijo7GwoUL8cknn1S6zblz58LFxUX78PPzM+RjUDWpXx84eBB4+21ArRbw6I9g3F0ZgaTtoVi5OR1d5h3AusOJXOWZiIgqZPJRQmq1GnXr1sXq1avRpk0bREVFYcqUKVi1alWl25w8eTLS09O1j1u3bhmxYjImOztg40Zg7VqgeXNApZQi+08/JH/TCVdWdMRHMTl4Yc5R7L2UzE65RERUJoMCi4eHB6RSKZKTk3W2Jycnw9vbu9RjfHx8EBQUBKlUqt0WEhKCpKQkKJXKSrWpUCjg7Oys8yDLJQjAO+8AFy8CR48CQ4cCdnYiClKd8Ci2OY7M7Ih+bxbgxYmX8OcdLpxIREQlGRRY5HI52rRpg9jYWO02tVqN2NhYdOzYsdRjwsPDkZCQALX6yWX/q1evwsfHB3K5vFJtknUSBKBjR2D9euDuXQHLlwMtQkVAJUX2X/URO785ngmT4vkhd3A5Mc/c5RIRkQUx+JbQhAkTsGbNGmzcuBGXL1/GiBEjkJ2djWHDhgEABg8ejMmTJ2v3HzFiBB4+fIixY8fi6tWr2LFjB+bMmYORI0fq3SbVPK6uwMiRwIXzAk6cAAYMKoRMoULBA0cc+LIemgfK0faFTOzZpwLvFBEREcRKWLZsmdigQQNRLpeL7du3F48fP659r2vXruKQIUN09j969KjYoUMHUaFQiI0bNxZnz54tFhYW6t1mRdLT00UAYnp6emU+DlmI9HRRnDw7S3Spnylqpp/TPHwaFIiffqoWk5PNXSERERmTIb+/DZ6HxRJxHpaaRRRFLNp0H/OXFCDlnBdEpQwAILMR8Vo/Ae+/Dzz/PCDhwhJERFbNZPOwEFUHQRDwz3/UxfXD3liw9QZ8Xv4Tcp80FBYI+P57ICICCAwE/vMfoIyR70REVMPwCgtZvJTMPCzacxVf7khH5jk/5FyqB3W+ZtZkmUyz2OJ77wEvvsirLkRE1sSQ398MLGQ1Lt3NwOydl3DoUhpyrvgg76I/sm+7at9v2BB4911g2DDA19dsZRIRkZ4YWKjGEkURv19Jweydl3HtfjaU950gu9oYD8/7IjtTc3lFKgVefhl4/30gMlLzmoiILA8DC9V4BSo1vjl+A4tj45GWUwB1gQT+6UHIueiPMydl2v38/DRXXd55R7NUABERWQ4GFqo10nMKsPT3eHx57DoKVCKkEgEv+gQCcY3w/bcyPHqk2U8iAXr10lx16dlT0/eFiIjMi4GFap3E1GzM3XkZey5plnhwspXhg/BAOCY1xPq1Evzxx5N969UDhg/XPBo0MFPBRETEwEK117G/H+CTHZfw190MAEADN3tM7tkUjWy88d//Cti4EUhN1ewrCECPHpqrLr17AzY2ZiyciKgWYmChWk2lFrHlzG3M3x2HlMx8AED7hm6Y+nIIgj1d8fPPwOrVwO+/PznGx0czuigqCggJYXghIqoODCxEALLzC/HFwWtYffBv5BVoFt987Zl6+DgyGD4udkhIAP77X81ijCkpT46zsdGEltBQ3Uf9+pqrMkREZBwMLETF3E3Lxfzdcdh69g4AwNZGgve7BOCDro1hL5dBqQS2bdOEl6NHgczM0ttxdS0ZYlq0AFxcqu+zEBHVJAwsRKU4fysNn+y4hFPXNUOH6jop8HFkMF5/pj4kEs2lE1EEbtwALl4ELlzQ/Lx4EYiLA1Sq0tv19y8ZZIKDeVuJiKgiDCxEZRBFEb/9mYS5v13GrYe5AIAW9ZwxtXczPNvYvczj8vOBK1d0Q8zFi8CdO6Xvz9tKREQVY2AhqkBegQobj17H8t8TkJlfCACIbO6FCS8GI8jLEYKeqeLhQ90AU/TIyip9/9JuK4WGAvxrS0S1EQMLkZ4eZOXjs31X8e2Jm1A//i+hnqsdugR5oHOgJ8IDPOBib9i9HbX6yW2l4g9Dbiu1bAkEBfG2EhHVbAwsRAa6mpyJ+bvj8EfcfShVau12iQCE+bmic6AnugR6IMzPFTbSyi0JnZ8PXL6sG2IuXADu3i19/9JuK7VsqZn4jreViKgmYGAhqqQcZSFOJD7Ewav3cSg+FQkpuvd2nBQydAxwR+cgTYDxd3eo8jmfvq104QLw559l31ayt9f0halXT/OztIeHh2Y5AiIiS8bAQmQkd9NycTg+FQfj7+NwQirScgp03m/gZo/OgR7oEuSJjgHucLY1zj2c0m4rXbgAXL1a9m2l4uRyTaApL9R4e3MlayIyLwYWIhNQqUX8dTcdh+JTcfDqfZy+8QiF6if/+UglAlo/vn3UOcgDLeu5QFbJ20dlyc8Hbt0Cbt9+8rhzR/d1crJmeHZFpFJNaCkr0NSvD/j6asIPEZEpMLAQVYOs/EKcuPZAe/voWmq2zvvOtjKEN9F03u0c6AE/N/tqqUupBO7dKz3MFD3u3tXvSg0A1K1bfqipV09zm4qIyFAMLERmcOthDg4npOJQ/H0cjk9FRl6hzvuNPRzQOVATYJ4NcIejQmamSjVhJSWlZJB5OuDk5+vXXp06uiHG01MzVNvJ6cnP4s+Lfjo4sAMxUW3GwEJkZiq1iAu303AoXhNgztxMg6rY7SOZRMAz/nXQ5XGAaVHPBVKJZf3mFkXgwYPyr9Tcvl1252B9SCSAo6N+4aasn0XPGX6IrA8DC5GFycgrwPG/H+BgvOb20Y0HOTrvu9rbILyJhzbA+LramalSw2VklAwxDx5o1mTKyCj7p1pdcduGEISKw07x5/b2mv45hj5sbJ4850gsoqphYCGycDceZGuvvhxNeKCdbbdIk7qOmtFHgZ7o0NgN9nLz3T4yBVEEcnPLDzSl/ayu8KMvqbRyQUffh0ymCUUSieZc5f2s7HvG2qf4c0Hg1S7SDwMLkRUpVKlx/nYaDl7VBJhzt9JQ7O4RbKQC2vq7oXOQJsA083HWLtZIlQ8/ubmaDspPPwoKSt+uVOrfUZlKhhh9nhtz3+LbAM3fE2M91Grjtvf0b+HiYc+SnsvlwKFDMCoGFiIrlp5TgGPXUnHw8fDp249ydd63tZHAr449GrjZw89N87OBmz0auNvDr4497OScXMVUVKrSA015Iae8R3nH5edrzqdSaX5BqtVPnj/9s7z3jH289f/GoMpSKIC8POO2acjv75p1nZmoBnCxt0GPFj7o0cIHoiji+oMcHIq/j4NXU3Hs71RkK1WIT8lCfErpvV09nRTaEKMTaNzsUddJwaszVSCVah62tuauxHyKrjCUFXgqCkSV3bcqbQFPblNV9VH8lpcx2yv+/er73JB9jXGcuW/z8QoLkRUpVKlxJy0XNx/maB+3Hv+88SAHmU8NpX6aXCZB/Tp2OiHGr9hPcw61JqLah1dYiGoomVQCf3eHMtcwSs8p0AkzRYHm1qMc3HmUC2WhGtfuZ+Pa/exSj3d3kJe4KuP3+HaTt7OtxQ29JqLag1dYiGqJQpUa99LztFdknr5C8+ipdZKeZiMVUL9O0RUZuxJXaJyMtI4SEdUevMJCRCXIpBL4PQ4YnUp5PyOvQHM1RifQ5OLWwxzcfpSDApWIxNRsJKaWfnWmjr2NNsB4OdvC1c4GLvY2cLEr/WHsdZaIqGbjFRYiqpBKLSIpIw83HzwdaDSvH2QrDW7TUSErEWJcHwcc56deu9jZwNVODhc7GzjZythxmKiG4BUWIjIqqURAPVc71HO1Q8cA9xLvZ+UXPgkyD3KQmpWP9NwCpOcWIC2nQPs8PbcAWY8nycvKL0RWfiHupOWWaK88ggA4KWRwtZc/CTtPXclxLR6Eir3nqJBBMPdQByKqFAYWIqoyR4UMIT7OCPGp+ApnoUqNjLzCx2FGqRNm0h+Hm7Ri2zKKhZ7cAhVEEcjIKyyxuKQ+pBJBG14cFFLY2UhhayOFQiaFrY0EtjaPf8o02+3kUihkRduffk/y+Ljix0phK5PwdheRCTCwEFG1kkklcHOQw81BDqD00U5lyS9UaUNMaVdv0nKKvfdUEFKq1FCpRTzMVuJhJW5hGUImEWBnI4XCpvQgpBNwStmusNGEKYVMAhupRPtTLpPARipALpNArn395GfRfhzNRTURAwsRWQ2FTIq6TlLUdTJs5jZRFJFXoC4WbJTIUaqQV6BCboEKeQVq5BWokFeoeZ5foHkvr0CNvEIVcpUq5BVq9skvtr1on9wCFZSFTxY0KlSLyMwvLLFGVHWRSgRNsHkcZuRSCWyKfhbbVjwAFW3XhqNix2jbkAqQy6Q6oUkmlUAiABJB0EyEJgiPH4AgCJBKnjyXFHu/aN9y35cIkAplvC95fLzOeZ/UwVt/NQ8DCxHVeIIgwE6uucXj7WKaaWrVahH5hbrBJ6948Cl6rvNesf2VJYOQslANpUrzs0BV+usClQilSnf1R5VahEqtCWm1VfEQIwgCBBQLM3i8rdjz4vsVf6/UY4qCUSntFD8GxY8vdgyKzlf83NBsEIrVLjzeXqKtYscBxbfpHofyPkMZxxVv7+njbKQCpvRuZvo/vDIwsBARGYFE8iQUVTdRFLXBpaBYqCk77Iilbtc5vrRgVEqbhWoRoihCLQLqxz81rzWhSSy2XS0Wfy1CpX6yb2nvq9XFnhs4nlUUAZUoQjMzv9UPhrUIcpmEgYWIiCpPEATIZZrbNFCYuxrT0Q1GJQNNae+rRE2gKprAoygUicXaA4qCEiDiSWgq7Zgn24vO+aQdEZqdxFKOweP31eqS59a2A93adLaVtR14Uq/mS9LdVuy4kp+/ePslt6tF3fbMPZ0AAwsREVkFQRAgFQAp2D+lNuLYOyIiIrJ4DCxERERk8RhYiIiIyOIxsBAREZHFY2AhIiIii8fAQkRERBaPgYWIiIgsHgMLERERWTwGFiIiIrJ4DCxERERk8RhYiIiIyOIxsBAREZHFY2AhIiIii1cjVmsuWjY7IyPDzJUQERGRvop+bxf9Hi9PjQgsmZmZAAA/Pz8zV0JERESGyszMhIuLS7n7CKI+scbCqdVq3L17F05OThAEwdzlVLuMjAz4+fnh1q1bcHZ2Nnc5Vovfo3HwezQOfo/Gwe/ROEz1PYqiiMzMTPj6+kIiKb+XSo24wiKRSFC/fn1zl2F2zs7O/A/SCPg9Gge/R+Pg92gc/B6NwxTfY0VXVoqw0y0RERFZPAYWIiIisngMLDWAQqHA9OnToVAozF2KVeP3aBz8Ho2D36Nx8Hs0Dkv4HmtEp1siIiKq2XiFhYiIiCweAwsRERFZPAYWIiIisngMLERERGTxGFiIiIjI4jGwWLG5c+eiXbt2cHJyQt26ddG3b1/ExcWZuyyr9p///AeCIGDcuHHmLsUq3blzB4MGDYK7uzvs7OwQGhqK//3vf+Yuy6qoVCpER0ejUaNGsLOzQ0BAAGbNmqXX4nC12cGDB9GnTx/4+vpCEAT8/PPPOu+Loohp06bBx8cHdnZ2iIiIQHx8vHmKtWDlfY8FBQWYOHEiQkND4eDgAF9fXwwePBh3796tltoYWKzYH3/8gZEjR+L48ePYu3cvCgoK8NJLLyE7O9vcpVmlU6dO4YsvvkDLli3NXYpVevToEcLDw2FjY4PffvsNly5dwsKFC1GnTh1zl2ZVPv30U6xcuRLLly/H5cuX8emnn2LevHlYtmyZuUuzaNnZ2QgLC8OKFStKfX/evHlYunQpVq1ahRMnTsDBwQGRkZHIy8ur5kotW3nfY05ODs6cOYPo6GicOXMGW7ZsQVxcHF555ZXqKU6kGiMlJUUEIP7xxx/mLsXqZGZmioGBgeLevXvFrl27imPHjjV3SVZn4sSJ4nPPPWfuMqxe7969xXfeeUdn22uvvSYOHDjQTBVZHwDi1q1bta/VarXo7e0tzp8/X7stLS1NVCgU4qZNm8xQoXV4+nsszcmTJ0UA4o0bN0xeD6+w1CDp6ekAADc3NzNXYn1GjhyJ3r17IyIiwtylWK1t27ahbdu26N+/P+rWrYvWrVtjzZo15i7L6nTq1AmxsbG4evUqAOD8+fM4fPgwevbsaebKrFdiYiKSkpJ0/vt2cXFBhw4dcOzYMTNWZv3S09MhCAJcXV1Nfq4asVozAWq1GuPGjUN4eDhatGhh7nKsynfffYczZ87g1KlT5i7Fql27dg0rV67EhAkT8O9//xunTp3CmDFjIJfLMWTIEHOXZzUmTZqEjIwMNG3aFFKpFCqVCrNnz8bAgQPNXZrVSkpKAgB4eXnpbPfy8tK+R4bLy8vDxIkT8dZbb1XLStgMLDXEyJEj8eeff+Lw4cPmLsWq3Lp1C2PHjsXevXtha2tr7nKsmlqtRtu2bTFnzhwAQOvWrfHnn39i1apVDCwG+P777/HNN9/g22+/RfPmzXHu3DmMGzcOvr6+/B7JYhQUFODNN9+EKIpYuXJltZyTt4RqgFGjRuHXX3/F/v37Ub9+fXOXY1VOnz6NlJQUPPPMM5DJZJDJZPjjjz+wdOlSyGQyqFQqc5doNXx8fNCsWTOdbSEhIbh586aZKrJOH3/8MSZNmoQBAwYgNDQUb7/9NsaPH4+5c+eauzSr5e3tDQBITk7W2Z6cnKx9j/RXFFZu3LiBvXv3VsvVFYCBxaqJoohRo0Zh69at+P3339GoUSNzl2R1unfvjosXL+LcuXPaR9u2bTFw4ECcO3cOUqnU3CVajfDw8BLD6q9evQp/f38zVWSdcnJyIJHo/q9ZKpVCrVabqSLr16hRI3h7eyM2Nla7LSMjAydOnEDHjh3NWJn1KQor8fHx2LdvH9zd3avt3LwlZMVGjhyJb7/9Fr/88gucnJy092JdXFxgZ2dn5uqsg5OTU4k+Pw4ODnB3d2dfIAONHz8enTp1wpw5c/Dmm2/i5MmTWL16NVavXm3u0qxKnz59MHv2bDRo0ADNmzfH2bNnsWjRIrzzzjvmLs2iZWVlISEhQfs6MTER586dg5ubGxo0aIBx48bhk08+QWBgIBo1aoTo6Gj4+vqib9++5ivaApX3Pfr4+OCNN97AmTNn8Ouvv0KlUml/77i5uUEul5u2OJOPQyKTAVDqY/369eYuzapxWHPlbd++XWzRooWoUCjEpk2biqtXrzZ3SVYnIyNDHDt2rNigQQPR1tZWbNy4sThlyhQxPz/f3KVZtP3795f6/8MhQ4aIoqgZ2hwdHS16eXmJCoVC7N69uxgXF2feoi1Qed9jYmJimb939u/fb/LaBFHk9IlERERk2diHhYiIiCweAwsRERFZPAYWIiIisngMLERERGTxGFiIiIjI4jGwEBERkcVjYCEiIiKLx8BCREREFo+BhYiIiCweAwsRERFZPAYWIiIisnj/D86OTbplHlRuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(acc) + 1)\n",
    "\n",
    "plt.plot(epochs, acc, label='Training acc')\n",
    "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(epochs, loss, label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
